# Steven Nagendran — Complete Knowledge Base & Course Catalog

> Comprehensive RAG context document containing full biographies, enterprise IT course syllabi, consulting capabilities, client projects, and verified credentials for Steven Nagendran and Cognitoz IT Training Sdn. Bhd.

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## Executive Profile & Background

- **Full Name**: Steven Nagendran
- **Location**: Kuala Lumpur, Malaysia (Asia/Kuala_Lumpur)
- **Experience**: 24+ years in enterprise IT infrastructure
- **Primary Roles**: IT Instructor, IT Architect, IT Consultant, IT Developer
- **Corporate Affiliation**: Founder & Principal Instructor at Cognitoz IT Training Sdn. Bhd.
- **Official Website**: https://www.steven.com.my
- **Contact Email**: stv707@gmail.com
- **Direct WhatsApp / Phone**: +60126049973

### Professional Bio

Steven is deeply immersed in the world of IT, constantly seeking to expand his expertise. He holds a multitude of professional certifications from various IT vendors, including Microsoft, VMware, and Red Hat. As a Microsoft Certified Trainer, VMware Instructor, and Red Hat Certified Instructor, Steven is a master of both proprietary and open-source technologies. His relentless pursuit of knowledge positions him as an ideal candidate for thriving in the dynamic and ever-evolving IT industry.

## Professional Certifications & Instructor Credentials

- **Red Hat Certified Instructor** (Red Hat) [Status: verified]
- **Red Hat Certified Architect in Enterprise Linux** (Red Hat) [Status: verified]
- **Red Hat Certified Engineer in Ansible** (Red Hat) [Status: verified]
- **Red Hat Certified System Administrator (RHCSA)** (Red Hat) [Status: verified]
- **Red Hat Certified Engineer in Enterprise Linux** (Red Hat) [Status: verified]
- **Red Hat Certified Specialist in Security: Linux** (Red Hat) [Status: verified]
- **Red Hat Certified Advanced Developer in Cloud-native Applications** (Red Hat) [Status: verified]
- **Red Hat Certified System Administrator in OpenShift** (Red Hat) [Status: verified]
- **Red Hat Certified Developer in Cloud-native Applications** (Red Hat) [Status: verified]
- **Red Hat Certified Developer in AI** (Red Hat) [Status: verified]
- **Red Hat Certified Specialist in OpenShift Virtualization** (Red Hat) [Status: verified]
- **Red Hat Certified Advanced System Administrator in Ansible** (Red Hat) [Status: verified]
- **VMware Certified Instructor** (VMware) [Status: verified]
- **VMware Certified Professional — Data Center Virtualization 2023** (VMware) [Status: verified]
- **VMware Certified Professional — Data Center Virtualization 2022** (VMware) [Status: verified]
- **Microsoft Certified Trainer** (Microsoft) [Status: verified]
- **Microsoft Certified IT Professional** (Microsoft) [Status: verified]
- **Microsoft Certified Technology Specialist** (Microsoft) [Status: verified]
- **Microsoft Certified Systems Engineer** (Microsoft) [Status: verified]
- **Microsoft Certified Systems Administrator** (Microsoft) [Status: verified]
- **Microsoft Certified Database Administrator** (Microsoft) [Status: verified]
- **Cisco Certified Network Associate** (Cisco) [Status: verified]
- **Oracle/Sun Certified Systems Administrator** (Oracle/Sun) [Status: verified]
- **Certified Trainer for HRDF** (HRDF Malaysia) [Status: verified]

## Enterprise Training Courses & Detailed Syllabi

Steven delivers both standard vendor curriculum and customized corporate bootcamps. All courses include live hands-on lab environments.

### Course: Red Hat OpenShift Virtualization (EX316 / DO316)
- **Vendor/Ecosystem**: Red Hat
- **Course Code**: EX316 / DO316
- **Domain**: Containers & Kubernetes
- **Target Level**: Advanced
- **Duration**: 4 days (32 hrs)
- **Delivery Format**: onsite, online
- **Prerequisites**: RHCSA certification; OpenShift Admin (DO280) or equivalent Kubernetes experience
- **Certification Alignment**: Red Hat Certified Specialist in OpenShift Virtualization (EX316)
- **Lab Environment**: Dedicated 4-node OpenShift 4 cluster with Ceph ODF storage and nested virtualization
- **Syllabus Modules**:
  1. OpenShift Virtualization architecture & KubeVirt CRDs
  2. Deploying and managing OpenShift Virtualization Operator
  3. Virtual machine creation, templates & Cloud-Init customization
  4. Storage management with Red Hat OpenShift Data Foundation (ODF) & Ceph PVCs
  5. VM networking: Linux Bridges, OVN-Kubernetes secondary networks & Multus
  6. Automated VM migration from VMware ESXi via Migration Toolkit for Virtualization (MTV)
  7. Live migration, high availability, node maintenance policies & production troubleshooting
- **Course URL**: https://www.steven.com.my/training#openshift-virtualization

### Course: Red Hat Enterprise Linux Administration (RHCSA / RHCE)
- **Vendor/Ecosystem**: Red Hat
- **Course Code**: RH124 / RH134 / RH294
- **Domain**: Red Hat & Linux
- **Target Level**: Intermediate–Advanced
- **Duration**: 5 days (40 hrs)
- **Delivery Format**: onsite, online
- **Prerequisites**: Basic IT literacy; Familiarity with command-line interfaces
- **Certification Alignment**: Red Hat Certified System Administrator (RHCSA), Red Hat Certified Engineer (RHCE)
- **Lab Environment**: Individual dual-VM RHEL 9 lab environment with centralized IdM authentication
- **Syllabus Modules**:
  1. RHEL installation, boot processes & systemd target management
  2. User, group & fine-grained POSIX / ACL permission management
  3. Enterprise storage: LVM volume groups, Stratis, VDO & file systems
  4. NetworkManager configuration, teaming, bonding & firewalld rich rules
  5. Mandatory Access Control: SELinux policies, contexts & booleans troubleshooting
  6. System security hardening, OpenSCAP auditing & journald logging
  7. Automating system administration tasks with Ansible playbooks & roles
- **Course URL**: https://www.steven.com.my/training#rhel-administration

### Course: OpenShift & Containers for Kubernetes (DO280)
- **Vendor/Ecosystem**: Red Hat
- **Course Code**: DO180 / DO280
- **Domain**: Containers & Kubernetes
- **Target Level**: Intermediate
- **Duration**: 4 days (32 hrs)
- **Delivery Format**: onsite, online
- **Prerequisites**: RHEL administration fundamentals; Basic networking concepts
- **Certification Alignment**: Red Hat Certified OpenShift Administrator (DO280 / EX280)
- **Lab Environment**: Dedicated multi-node OpenShift cluster with private Quay container registry
- **Syllabus Modules**:
  1. Container fundamentals with Podman, Buildah & Skopeo
  2. Kubernetes core architecture: API server, etcd, scheduler & kubelet
  3. Deploying multi-container workloads, ConfigMaps & Secrets on OpenShift
  4. OpenShift cluster operations: Operator Lifecycle Manager (OLM) & MachineConfigs
  5. Ingress routing, Route objects, TLS edge termination & NetworkPolicies
  6. Cloud-native CI/CD with OpenShift Pipelines (Tekton) & GitOps (ArgoCD)
  7. Cluster monitoring with Prometheus, Alertmanager & Grafana dashboards
- **Course URL**: https://www.steven.com.my/training#openshift-containers

### Course: Certified Kubernetes Application Developer (CKAD) Bootcamp
- **Vendor/Ecosystem**: CNCF
- **Course Code**: CKAD
- **Domain**: Containers & Kubernetes
- **Target Level**: Intermediate–Advanced
- **Duration**: 4 days (32 hrs)
- **Delivery Format**: onsite, online
- **Prerequisites**: Docker or Podman CLI basics; Linux command-line fluency
- **Certification Alignment**: Linux Foundation / CNCF Certified Kubernetes Application Developer (CKAD)
- **Lab Environment**: High-speed upstream vanilla Kubernetes v1.31 cluster with simulated exam grading
- **Syllabus Modules**:
  1. Application design & build: Multi-container design patterns (sidecar, init, adapter)
  2. Application deployment: Rolling updates, Canary deployments, Jobs & CronJobs
  3. Configuration: Secrets, ConfigMaps, SecurityContexts & ServiceAccounts
  4. Observability & maintenance: Liveness, Readiness & Startup probes, container log streams
  5. Service & networking: ClusterIP, NodePort, LoadBalancer, Ingress & NetworkPolicies
  6. Storage volumes: PersistentVolumeClaims, StorageClasses & CSI drivers
  7. Live exam simulation & speed optimization techniques for CNCF terminal exams
- **Course URL**: https://www.steven.com.my/training#ckad-bootcamp

### Course: VMware vSphere Data Center Virtualization & Migration
- **Vendor/Ecosystem**: VMware
- **Course Code**: VCP-DCV
- **Domain**: Virtualization & Cloud
- **Target Level**: Intermediate–Advanced
- **Duration**: 5 days (40 hrs)
- **Delivery Format**: onsite, online
- **Prerequisites**: TCP/IP networking fundamentals; Enterprise server hardware knowledge
- **Certification Alignment**: VMware Certified Professional - Data Center Virtualization (VCP-DCV)
- **Lab Environment**: Nested vSphere 8.0 datacenter with dual ESXi hosts, shared iSCSI SAN, and VCSA
- **Syllabus Modules**:
  1. vSphere architecture & ESXi hypervisor bare-metal deployment
  2. vCenter Server Appliance (VCSA) deployment, clusters & lifecycle manager
  3. Virtual machine provisioning, templates, snapshots & vCenter content libraries
  4. Software-defined storage: VMFS-6, NFS 4.1 & vSAN storage policy management
  5. Virtual networking: Standard switches, Distributed Virtual Switches (vDS) & port groups
  6. High Availability (vSphere HA), Distributed Resource Scheduler (DRS) & Fault Tolerance
  7. VMware to KubeVirt / OpenShift migration strategies and co-existence architectures
- **Course URL**: https://www.steven.com.my/training#vmware-vsphere

### Course: Microsoft Azure Administration & Hybrid Architecture
- **Vendor/Ecosystem**: Microsoft
- **Course Code**: AZ-104 / AZ-305
- **Domain**: Virtualization & Cloud
- **Target Level**: Intermediate
- **Duration**: 4 days (32 hrs)
- **Delivery Format**: onsite, online, hybrid
- **Prerequisites**: Windows Server basics or Linux administration; General cloud computing concepts
- **Certification Alignment**: Microsoft Certified: Azure Administrator Associate (AZ-104)
- **Lab Environment**: Dedicated live Microsoft Azure subscription sandbox with resource group isolation
- **Syllabus Modules**:
  1. Azure compute: Virtual Machines, Virtual Machine Scale Sets & App Services
  2. Azure virtual networking: VNets, peering, Network Security Groups & Azure Bastion
  3. Storage accounts, Azure Files, Blob storage tiers & backup policies
  4. Identity & governance: Microsoft Entra ID (Azure AD), RBAC & Azure Policy
  5. Monitoring & optimization: Azure Monitor, Log Analytics, alerts & Cost Management
  6. Infrastructure as Code (IaC) with Azure Bicep & Terraform templates
  7. Hybrid cloud connectivity with Azure VPN Gateway & ExpressRoute concepts
- **Course URL**: https://www.steven.com.my/training#microsoft-azure

### Course: AI & Machine Learning Foundations with Enterprise MLOps
- **Vendor/Ecosystem**: Multi-vendor
- **Course Code**: AI-MLOPS
- **Domain**: AI & Modern Infrastructure
- **Target Level**: Intermediate
- **Duration**: 3 days (24 hrs)
- **Delivery Format**: onsite, online
- **Prerequisites**: Basic Python scripting; Familiarity with Linux command line
- **Certification Alignment**: Cognitoz AI Practitioner / Microsoft Azure AI Fundamentals (AI-900)
- **Lab Environment**: GPU-accelerated JupyterHub environment with LangChain, PyTorch & vLLM serving stack
- **Syllabus Modules**:
  1. Machine learning lifecycle: supervised, unsupervised & self-supervised paradigms
  2. Python for AI: NumPy, Pandas, Scikit-learn data manipulation pipelines
  3. Deep learning intro: PyTorch and TensorFlow tensor computation & model training
  4. Generative AI & LLM application patterns: Prompt engineering, LangChain & RAG architectures
  5. Enterprise MLOps: Automated model packaging, serving with vLLM / Triton, and drift monitoring
  6. Red Hat OpenShift AI: Data science workbenches, pipeline execution & Kubeflow
  7. Enterprise AI governance, latency optimization & GPU resource scheduling
- **Course URL**: https://www.steven.com.my/training#ai-ml-foundations

### Course: Unix Administration — Oracle Solaris, IBM AIX & HP-UX
- **Vendor/Ecosystem**: Oracle/IBM
- **Course Code**: UNIX-ADV
- **Domain**: Enterprise Unix
- **Target Level**: Advanced
- **Duration**: 5 days (40 hrs)
- **Delivery Format**: onsite
- **Prerequisites**: Prior Unix or Linux administration experience; Enterprise SAN/storage knowledge
- **Certification Alignment**: Oracle Certified Professional Solaris / IBM Certified System Administrator AIX
- **Lab Environment**: Solaris 11 zones and emulated AIX environments with enterprise ZFS/LVM storage
- **Syllabus Modules**:
  1. Oracle Solaris architecture: Kernel parameters, SMF service management & boot environments
  2. Solaris virtualization: Non-global Zones, branded zones & ZFS storage pools
  3. IBM AIX administration: Object Data Manager (ODM), LVM, volume groups & logical volumes
  4. AIX virtualization: PowerVM, micro-partitioning, LPAR configuration & VIOS
  5. Enterprise Unix networking, NFS v4, NIS/LDAP integration & security auditing
  6. Performance diagnosis: vmstat, iostat, prstat, topas & kernel trace facilities
  7. Mission-critical legacy modernization & migration pathways toward RHEL
- **Course URL**: https://www.steven.com.my/training#unix-solaris-aix

## Complete 115+ Vendor & Custom-Engineered IT Training Catalog

### [AZ-900T00] Introduction to Cloud Infrastructure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Azure Cloud & Infrastructure
- **Code**: AZ-900T00
- **Alternate Codes**: AZ-900
- **Exam Code**: AZ-900
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Cloud beginners, IT leaders, technical project managers
- **Summary**: Foundational cloud concepts, core Azure architectural components, compute, networking, storage, security governance, and compliance principles.
- **Key Skills / Topics**: Cloud Concepts, Azure Compute, Virtual Networks, Blob Storage, Entra ID, SLA & Governance
- **Prerequisites**: General IT knowledge
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-900t00
- **Course Portal**: https://www.steven.com.my/training

### [AZ-104T00] Microsoft Azure Administrator (Microsoft)
- **Vendor**: Microsoft
- **Category**: Azure Cloud & Infrastructure
- **Code**: AZ-104T00
- **Alternate Codes**: AZ-104
- **Exam Code**: AZ-104
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Azure administrators, systems engineers, cloud infrastructure architects
- **Summary**: In-depth administration of Microsoft Azure environments covering Entra ID identities, secure governance, virtual networking, compute deployment, and storage management.
- **Key Skills / Topics**: Microsoft Entra ID, VNet Peering & Routing, Virtual Machines, Azure Storage, Backup & Recovery, Azure Monitor
- **Prerequisites**: Understanding of virtualization, operating systems, and networking fundamentals
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-104t00
- **Course Portal**: https://www.steven.com.my/training

### [AZ-305T00] Design Microsoft Azure Infrastructure Solutions (Microsoft)
- **Vendor**: Microsoft
- **Category**: Azure Cloud & Infrastructure
- **Code**: AZ-305T00
- **Alternate Codes**: AZ-305
- **Exam Code**: AZ-305
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Enterprise architects, senior systems engineers, cloud leads
- **Summary**: Architecting resilient, scalable enterprise solutions across identity, governance, compute, high-availability data storage, business continuity, and network architectures.
- **Key Skills / Topics**: High Availability, Disaster Recovery, Hybrid Connectivity, Zero-Trust Architecture, Cost Optimization, Microservices Design
- **Prerequisites**: AZ-104 Azure Administrator certification or equivalent experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-305t00
- **Course Portal**: https://www.steven.com.my/training

### [AZ-700T00] Design and Implement Microsoft Azure Network Solutions (Microsoft)
- **Vendor**: Microsoft
- **Category**: Azure Cloud & Infrastructure
- **Code**: AZ-700T00
- **Alternate Codes**: AZ-700
- **Exam Code**: AZ-700
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Network engineers, Azure network architects, security operations teams
- **Summary**: Planning and implementing core Azure networking infrastructure: hybrid connectivity, ExpressRoute, virtual WAN, application routing, network security, and monitoring.
- **Key Skills / Topics**: Azure Virtual WAN, ExpressRoute, Application Gateway, Azure Firewall, Private Endpoints, Network Watcher
- **Prerequisites**: Solid IP routing, subnetting, DNS, and Azure fundamentals (AZ-104)
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-700t00
- **Course Portal**: https://www.steven.com.my/training

### [AZ-204T00] Develop Solutions for Microsoft Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Azure Cloud & Infrastructure
- **Code**: AZ-204T00
- **Alternate Codes**: AZ-204
- **Exam Code**: AZ-204
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Cloud developers, software engineers, DevOps practitioners
- **Summary**: Cloud solution development using Azure App Service, Azure Functions, Blob & Cosmos DB storage, API Management, and event-driven messaging architectures.
- **Key Skills / Topics**: Azure Functions, App Services, Cosmos DB, Event Grid, Key Vault, API Management
- **Prerequisites**: Proficiency in C#, Java, or Python, and basic cloud concepts
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-204t00
- **Course Portal**: https://www.steven.com.my/training

### [DP-900T00] Introduction to Microsoft Azure Data (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: DP-900T00
- **Alternate Codes**: DP-900
- **Exam Code**: DP-900
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Data engineers, database administrators, BI analysts
- **Summary**: Foundations of relational and non-relational data workloads in Azure, cloud database services, and modern analytical reporting solutions.
- **Key Skills / Topics**: Relational Data, NoSQL Concepts, Azure SQL, Synapse Analytics, Power BI Basics, Data Lake
- **Prerequisites**: General understanding of data storage concepts
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-900t00
- **Course Portal**: https://www.steven.com.my/training

### [DP-300T00] Implement scalable database solutions using Azure SQL (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: DP-300T00
- **Alternate Codes**: DP-300
- **Exam Code**: DP-300
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Database administrators, data management specialists, cloud architects
- **Summary**: Administering relational database solutions on Azure SQL Database and Azure SQL Managed Instance: performance tuning, automated backup, security, and HA.
- **Key Skills / Topics**: Azure SQL Database, SQL Managed Instance, Query Tuning, TDE & Data Masking, Failover Groups, Index Optimization
- **Prerequisites**: SQL Server administration and T-SQL knowledge
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-300t00
- **Course Portal**: https://www.steven.com.my/training

### [DP-600T00] Implement analytics solutions using Microsoft Fabric (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: DP-600T00
- **Alternate Codes**: DP-600
- **Exam Code**: DP-600
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Analytics engineers, BI professionals, modern enterprise data architects
- **Summary**: End-to-end analytics engineering with Microsoft Fabric: Lakehouses, Data Warehouses, Apache Spark processing, Delta tables, semantic models, and Direct Lake Power BI.
- **Key Skills / Topics**: Microsoft Fabric, OneLake, Lakehouse Architecture, Delta Parquet, Direct Lake, DAX & Power BI
- **Prerequisites**: Experience with data modeling, SQL queries, and Power BI
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-600t00
- **Course Portal**: https://www.steven.com.my/training

### [DP-700T00] Implement data engineering solutions using Microsoft Fabric (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: DP-700T00
- **Alternate Codes**: DP-700
- **Exam Code**: DP-700
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Data engineers, pipeline developers, big data architects
- **Summary**: Designing and operationalizing enterprise data pipelines, Medallion architecture (Bronze/Silver/Gold), Spark transformations, and real-time streaming in Microsoft Fabric.
- **Key Skills / Topics**: Fabric Data Factory, Medallion Architecture, PySpark, Real-Time Intelligence, Data CI/CD, OneLake Governance
- **Prerequisites**: Python or PySpark and SQL fundamentals
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-700t00
- **Course Portal**: https://www.steven.com.my/training

### [DP-100T01] Designing and implementing a data science solution on Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: DP-100T01
- **Alternate Codes**: DP-100
- **Exam Code**: DP-100
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Data scientists, ML engineers
- **Summary**: Operationalizing machine learning models with Azure Machine Learning Studio, automated ML, MLflow model tracking, and managed endpoint deployment.
- **Key Skills / Topics**: Azure Machine Learning, MLflow, Hyperparameter Tuning, Pipelines, Responsible AI, Model Deployment
- **Prerequisites**: Python data science libraries (pandas, scikit-learn)
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-100t01
- **Course Portal**: https://www.steven.com.my/training

### [DP-203T00] Data Engineering on Microsoft Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: DP-203T00
- **Alternate Codes**: DP-203
- **Exam Code**: DP-203
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Data engineers, cloud ETL architects
- **Summary**: Traditional Azure data platform engineering with Azure Synapse Analytics, Azure Data Factory pipelines, and Azure Databricks Spark clusters.
- **Key Skills / Topics**: Azure Synapse, Data Factory, Azure Databricks, ADLS Gen2, Stream Analytics, Data Security
- **Prerequisites**: SQL, data warehousing concepts
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-203t00
- **Course Portal**: https://www.steven.com.my/training

### [AI-900T00-A] Introduction to AI in Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: AI-900T00-A
- **Alternate Codes**: AI-900
- **Exam Code**: AI-900
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Business analysts, developers, leaders starting with AI
- **Summary**: Core Artificial Intelligence concepts: Computer Vision, Natural Language Processing, Conversational AI, and Generative AI on Azure cloud.
- **Key Skills / Topics**: Machine Learning Basics, Computer Vision, Natural Language Processing, Generative AI, Responsible AI Principles
- **Prerequisites**: Basic computer technology awareness
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-900t00
- **Course Portal**: https://www.steven.com.my/training

### [AI-102T00-A] Develop AI solutions in Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: AI-102T00-A
- **Alternate Codes**: AI-102
- **Exam Code**: AI-102
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Software developers, AI engineers, solution builders
- **Summary**: Building production cognitive AI applications using Azure AI Services: Azure OpenAI, Document Intelligence, Azure AI Search, Speech, and Language understanding.
- **Key Skills / Topics**: Azure OpenAI Service, Azure AI Search (RAG), Document Intelligence, Content Safety, Computer Vision, LangChain Integration
- **Prerequisites**: Python or C# programming proficiency, REST API knowledge
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-102t00
- **Course Portal**: https://www.steven.com.my/training

### [MS-AI-PATH] Get started with AI applications and agents on Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: Data, Fabric & AI
- **Code**: MS-AI-PATH
- **Format / Type**: Learning Path (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Engineers building modern autonomous LLM agents and multi-agent workflows
- **Summary**: Architecting autonomous AI applications and agentic workflows using Azure AI Foundry, Semantic Kernel, and AutoGen agent orchestration.
- **Key Skills / Topics**: Azure AI Foundry, Autonomous Agents, Semantic Kernel, Function Calling, Agent Evaluation, Multi-Agent Systems
- **Prerequisites**: AI-102 or experience with LLM APIs
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/paths/get-started-ai-apps-agents/
- **Course Portal**: https://www.steven.com.my/training

### [PL-300T00] Design and manage analytics solutions using Power BI (Microsoft)
- **Vendor**: Microsoft
- **Category**: Power Platform & Automation
- **Code**: PL-300T00
- **Alternate Codes**: PL-300
- **Exam Code**: PL-300
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Data analysts, reporting specialists, business intelligence professionals
- **Summary**: Comprehensive Power BI reporting: data ingestion via Power Query, Star Schema data modeling, advanced DAX expressions, row-level security, and Power BI Service administration.
- **Key Skills / Topics**: Power Query ETL, Star Schema Modeling, DAX Formulas, Row-Level Security (RLS), Power BI Service, Workspaces & Gateways
- **Prerequisites**: Excel formulas and basic SQL understanding
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/pl-300t00
- **Course Portal**: https://www.steven.com.my/training

### [PL-400T00] Microsoft Power Platform Developer (Microsoft)
- **Vendor**: Microsoft
- **Category**: Power Platform & Automation
- **Code**: PL-400T00
- **Alternate Codes**: PL-400
- **Exam Code**: PL-400
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Enterprise developers extending Power Platform with code
- **Summary**: Extending Power Platform with pro-code development: custom connectors, PCF (Power Apps Component Framework) controls, Dataverse plug-ins, Azure integrations, and ALM pipelines.
- **Key Skills / Topics**: Dataverse Plugins (C#), PCF Custom Controls, Custom Connectors, Azure Integration, Power Platform ALM, JavaScript Form Scripts
- **Prerequisites**: C# or JavaScript/TypeScript development experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/pl-400t00
- **Course Portal**: https://www.steven.com.my/training

### [PL-100T00] Microsoft Power Platform App Maker (Microsoft)
- **Vendor**: Microsoft
- **Category**: Power Platform & Automation
- **Code**: PL-100T00
- **Alternate Codes**: PL-100
- **Exam Code**: PL-100
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Citizen developers, operational process owners
- **Summary**: Building low-code Canvas Apps, Model-Driven Apps, automated cloud flows with Power Automate, and Dataverse tables.
- **Key Skills / Topics**: Canvas Apps, Model-Driven Apps, Power Automate, Dataverse, Power Pages
- **Prerequisites**: Basic technical familiarity
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/pl-100t00
- **Course Portal**: https://www.steven.com.my/training

### [PL-200T00] Microsoft Power Platform Functional Consultant (Microsoft)
- **Vendor**: Microsoft
- **Category**: Power Platform & Automation
- **Code**: PL-200T00
- **Alternate Codes**: PL-200
- **Exam Code**: PL-200
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Functional consultants, business analysts
- **Summary**: Configuring Dataverse, business process flows, security roles, environment lifecycle, and Copilot Studio bots.
- **Key Skills / Topics**: Dataverse Architecture, Business Process Flows, Copilot Studio, Security Roles, Power Automate Solutions
- **Prerequisites**: PL-100 or business application modeling experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/pl-200t00
- **Course Portal**: https://www.steven.com.my/training

### [PL-500T00] Microsoft Power Automate RPA Developer (Microsoft)
- **Vendor**: Microsoft
- **Category**: Power Platform & Automation
- **Code**: PL-500T00
- **Alternate Codes**: PL-500
- **Exam Code**: PL-500
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: RPA developers, process automation engineers
- **Summary**: Building enterprise Robotic Process Automation solutions using Power Automate Desktop, UI automation, and hosted RPA machines.
- **Key Skills / Topics**: Power Automate Desktop, UI Automation, OCR Processing, Hosted RPA Machines, Credential Management
- **Prerequisites**: Basic programming or scripting background
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/pl-500t00
- **Course Portal**: https://www.steven.com.my/training

### [MS-102T00] Microsoft 365 Administrator (Microsoft)
- **Vendor**: Microsoft
- **Category**: Microsoft 365 & Collab
- **Code**: MS-102T00
- **Alternate Codes**: MS-102
- **Exam Code**: MS-102
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: M365 administrators, enterprise infrastructure engineers
- **Summary**: Administering Microsoft 365 tenant identity with Entra ID, security compliance, Microsoft Purview information protection, and device management with Intune.
- **Key Skills / Topics**: Tenant Administration, Microsoft Entra ID, Conditional Access, Microsoft Purview, Microsoft Intune, Exchange Online
- **Prerequisites**: DNS, networking, Windows Server Active Directory fundamentals
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ms-102t00
- **Course Portal**: https://www.steven.com.my/training

### [MS-700T00] Manage collaboration and communication with Microsoft Teams (Microsoft)
- **Vendor**: Microsoft
- **Category**: Microsoft 365 & Collab
- **Code**: MS-700T00
- **Alternate Codes**: MS-700
- **Exam Code**: MS-700
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Collaboration administrators, messaging engineers
- **Summary**: Planning and configuring Microsoft Teams architecture: security, compliance, guest access, governance, phone system integration, and room devices.
- **Key Skills / Topics**: Teams Architecture, Channels & Governance, Guest & External Access, Teams Phone System, Meeting Policies, Call Quality Dashboard
- **Prerequisites**: M365 fundamentals and PowerShell awareness
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ms-700t00
- **Course Portal**: https://www.steven.com.my/training

### [MS-721T00] Plan, configure, and manage collaboration communications systems with Microsoft Teams (Microsoft)
- **Vendor**: Microsoft
- **Category**: Microsoft 365 & Collab
- **Code**: MS-721T00
- **Alternate Codes**: MS-721
- **Exam Code**: MS-721
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Voice engineers, telecom specialists, Teams Phone architects
- **Summary**: Deep voice architecture: Microsoft Teams Direct Routing, Operator Connect, emergency calling, PSTN calling plans, and Teams Rooms deployment.
- **Key Skills / Topics**: Teams Direct Routing, Operator Connect, SBC Configuration, SIP Trunking, Emergency Calling (E911), Teams Certified Endpoints
- **Prerequisites**: MS-700 and VoIP networking experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ms-721t00
- **Course Portal**: https://www.steven.com.my/training

### [MS-900T01] Introduction to Microsoft 365 (Microsoft)
- **Vendor**: Microsoft
- **Category**: Microsoft 365 & Collab
- **Code**: MS-900T01
- **Alternate Codes**: MS-900
- **Exam Code**: MS-900
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Business leaders, technology evaluators
- **Summary**: Foundational overview of Microsoft 365 cloud services, collaboration tools, zero-trust security, and cloud licensing.
- **Key Skills / Topics**: Cloud Concepts, M365 Core Services, Security & Trust, Licensing Options
- **Prerequisites**: General computer literacy
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ms-900t01
- **Course Portal**: https://www.steven.com.my/training

### [AZ-400T00-A] Design and implement Microsoft DevOps solutions (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: AZ-400T00-A
- **Alternate Codes**: AZ-400
- **Exam Code**: AZ-400
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: DevOps engineers, CI/CD architects, build and release managers
- **Summary**: Engineering end-to-end DevOps practices: Azure Pipelines, GitHub Actions, source control security, infrastructure as code (Bicep/Terraform), and continuous compliance.
- **Key Skills / Topics**: Azure Pipelines, GitHub Actions CI/CD, Infrastructure as Code, Container Deployment, Dependency Management, Security Scanning (SAST)
- **Prerequisites**: AZ-104 or AZ-204 certification
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-400t00
- **Course Portal**: https://www.steven.com.my/training

### [GH-300T00-A] GitHub Copilot for Enterprise Developers (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: GH-300T00-A
- **Alternate Codes**: GH-300
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Software developers, engineering managers, software architects
- **Summary**: Hands-on engineering workshop maximizing developer productivity with GitHub Copilot, Copilot Chat, context prompting, unit test generation, and secure coding practices.
- **Key Skills / Topics**: Prompt Engineering for Code, Copilot Chat in VS Code, Unit Test Automation, Code Refactoring, Security & Licensing Guardrails
- **Prerequisites**: Basic proficiency in any modern programming language (Python, TypeScript, C#, Go)
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/gh-300t00
- **Course Portal**: https://www.steven.com.my/training

### [AZ-500T00-A] Secure cloud resources with Microsoft Azure security technologies (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: AZ-500T00-A
- **Alternate Codes**: AZ-500
- **Exam Code**: AZ-500
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Security engineers, SOC analysts, cloud security architects
- **Summary**: Hardening cloud infrastructure: Entra Privileged Identity Management (PIM), Defender for Cloud, Key Vault HSM, network micro-segmentation, and automated threat detection.
- **Key Skills / Topics**: Privileged Identity Management (PIM), Microsoft Defender for Cloud, Key Vault & Encryption, Network Security Groups, Azure Sentinel Ingestion
- **Prerequisites**: AZ-104 and foundational cybersecurity awareness
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/az-500t00
- **Course Portal**: https://www.steven.com.my/training

### [SC-200T00-A] Defend against cyberthreats with Microsoft's security operations platform (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: SC-200T00-A
- **Alternate Codes**: SC-200
- **Exam Code**: SC-200
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Security operations (SOC) analysts, incident responders
- **Summary**: Threat detection, incident triage, and automated response using Microsoft Defender XDR and Microsoft Sentinel SIEM/SOAR platforms.
- **Key Skills / Topics**: Microsoft Sentinel, Kusto Query Language (KQL), Defender XDR, Incident Investigation, Automation Playbooks (Logic Apps)
- **Prerequisites**: Basic security fundamentals, Windows/Linux operating system knowledge
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/sc-200t00
- **Course Portal**: https://www.steven.com.my/training

### [SC-100T00-A] Microsoft Cybersecurity Architect (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: SC-100T00-A
- **Alternate Codes**: SC-100
- **Exam Code**: SC-100
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Lead cybersecurity architects, CISOs, enterprise security directors
- **Summary**: Designing enterprise Zero Trust strategies: identity security, hybrid cloud resilience, DevSecOps governance, ransomware defense, and data protection compliance.
- **Key Skills / Topics**: Zero Trust Architecture, Cloud Security Posture (CSPM), DevSecOps Integration, Ransomware Defense, Regulatory Compliance (NIST/ISO)
- **Prerequisites**: AZ-500, SC-200, or equivalent enterprise security experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/sc-100t00
- **Course Portal**: https://www.steven.com.my/training

### [AI-103T00-A] Develop AI apps and agents on Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI Multi-Day Courses
- **Code**: AI-103T00-A
- **Alternate Codes**: AI-103
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: AI engineers, backend developers, solution architects
- **Summary**: Building autonomous agents with Azure AI Foundry: tool integration, memory persistence, planning agents, and safety evaluation frameworks.
- **Key Skills / Topics**: Azure AI Foundry, Autonomous Agent Architecture, Tool Calling & MCP, Vector RAG Search, Safety & Guardrails
- **Prerequisites**: Python programming and REST API development
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-103t00
- **Course Portal**: https://www.steven.com.my/training

### [AI-300T00-A] Operationalize machine learning and generative AI solutions (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI Multi-Day Courses
- **Code**: AI-300T00-A
- **Alternate Codes**: AI-300
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: MLOps engineers, platform engineers, generative AI developers
- **Summary**: Deploying and monitoring LLMs in production: prompt flow pipelines, fine-tuning benchmarks, model drift detection, and enterprise scaling.
- **Key Skills / Topics**: LLMOps / MLOps, Prompt Flow, Model Evaluation & Benchmarking, Managed Online Endpoints, Telemetry & Observability
- **Prerequisites**: Machine learning workflows and Python proficiency
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-300t00
- **Course Portal**: https://www.steven.com.my/training

### [AI-500T00-A] Design and implement multi-agent AI solutions (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI Multi-Day Courses
- **Code**: AI-500T00-A
- **Alternate Codes**: AI-500
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Senior AI architects, principal software engineers
- **Summary**: Architecting collaborative multi-agent swarms: message passing, distributed task delegation, consensus algorithms, and multi-model routing.
- **Key Skills / Topics**: Multi-Agent Swarms, AutoGen Framework, Agent Consensus & Routing, State Machines, Enterprise Security Isolation
- **Prerequisites**: Experience with LLM orchestration frameworks
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-500t00
- **Course Portal**: https://www.steven.com.my/training

### [AI-3025-A] Work smarter with AI (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: AI-3025-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Business executives, operations managers, knowledge workers
- **Summary**: Hands-on corporate workshop mastering Microsoft Copilot across daily workflows: prompting strategies, document synthesis, meeting action items, and data analysis.
- **Key Skills / Topics**: Prompt Engineering at Work, Microsoft 365 Copilot, Meeting Synthesis, Document Summarization, Data Analysis with Copilot
- **Prerequisites**: None
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-3025
- **Course Portal**: https://www.steven.com.my/training

### [AI-3026-A] Develop AI agents on Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: AI-3026-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Developers, technical leads, automation engineers
- **Summary**: Fast-paced developer workshop building goal-oriented autonomous AI agents using Azure AI Foundry SDK, tool connectors, and structured outputs.
- **Key Skills / Topics**: Azure AI Foundry SDK, Tool Calling, Memory Management, Structured JSON Outputs, Agent Sandboxing
- **Prerequisites**: Basic Python or Node.js skills
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-3026
- **Course Portal**: https://www.steven.com.my/training

### [AI-3008-A] Extract insights from visual data on Azure (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: AI-3008-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Software developers, document automation specialists
- **Summary**: Hands-on multimodal workshop extracting text, tables, and spatial entities from unstructured documents and images using Azure Document Intelligence and GPT-4o Vision.
- **Key Skills / Topics**: Document Intelligence OCR, Multimodal GPT-4o Vision, Custom Extraction Models, Automated Invoice Processing
- **Prerequisites**: REST APIs and JSON basics
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ai-3008
- **Course Portal**: https://www.steven.com.my/training

### [DP-3028-A] Implement Generative AI engineering with Azure Databricks (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: DP-3028-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Data scientists, AI engineers, analytics engineers
- **Summary**: Hands-on generative AI engineering on Azure Databricks: vector search indexing, MLflow evaluation, RAG pipelines, and model serving.
- **Key Skills / Topics**: Azure Databricks, Vector Search, RAG Pipelines, Mosaic AI Gateway, MLflow LLM Evaluation
- **Prerequisites**: Python and Apache Spark knowledge
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/dp-3028
- **Course Portal**: https://www.steven.com.my/training

### [MS-4014-A] Introduction to building AI agents (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: MS-4014-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Builders, citizen developers, low-code automation leads
- **Summary**: Accelerated workshop creating intelligent conversational agents with Copilot Studio, generative answers, enterprise data sources, and custom topics.
- **Key Skills / Topics**: Copilot Studio, Generative Answers, Custom Topics & Entities, Power Automate Integration, Publishing Channels
- **Prerequisites**: Familiarity with Microsoft 365
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ms-4014
- **Course Portal**: https://www.steven.com.my/training

### [MS-4023-A] Transform Ideas into Action with Copilot Chat (Basic) (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: MS-4023-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Enterprise teams, business leaders, corporate staff
- **Summary**: Empowering business teams with Microsoft 365 Copilot Chat: iterative prompting, cross-document analysis, presentation drafting, and communication polish.
- **Key Skills / Topics**: Copilot Chat Prompting, Document Drafting, Data Synthesis, Corporate Communication Guardrails
- **Prerequisites**: None
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ms-4023
- **Course Portal**: https://www.steven.com.my/training

### [SC-5009-A] Secure AI solutions in the cloud using Microsoft Defender for Cloud and Microsoft Entra (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: SC-5009-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Cloud security architects, DevSecOps leads, compliance officers
- **Summary**: Securing modern generative AI workloads: threat modeling for LLMs, prompt injection defenses, Entra ID workload identities, and Defender for Cloud AI posture.
- **Key Skills / Topics**: LLM Threat Modeling (OWASP Top 10), Prompt Injection Defenses, AI Workload Identities, Purview for AI Governance, Defender for Cloud AI Posture
- **Prerequisites**: Cloud security fundamentals
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/sc-5009
- **Course Portal**: https://www.steven.com.my/training

### [AB-731T00-A] Drive AI transformation in your organization (Microsoft)
- **Vendor**: Microsoft
- **Category**: AI 1-Day Executive & Hands-On Workshops
- **Code**: AB-731T00-A
- **Format / Type**: 1-Day Workshop (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: C-level executives, department directors, transformation PMOs
- **Summary**: Executive masterclass guiding strategic AI roadmaps, ROI measurement, change management, ethical AI policies, and workforce upskilling.
- **Key Skills / Topics**: AI Strategic Planning, ROI & Business Case Modeling, Responsible AI Governance, Change Management, Talent Enablement
- **Prerequisites**: Executive or management role
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/ab-731t00
- **Course Portal**: https://www.steven.com.my/training

### [GH-900T00-A] GitHub Foundations (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: GH-900T00-A
- **Alternate Codes**: GH-900
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: All developers, technical contributors, project leads
- **Summary**: Core collaboration and development on GitHub: repositories, branching strategies, pull requests, Markdown documentation, and project boards.
- **Key Skills / Topics**: Git Workflows, Branching & Merging, Pull Requests & Code Reviews, GitHub Issues & Projects, Markdown
- **Prerequisites**: Basic computer familiarity
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/gh-900t00
- **Course Portal**: https://www.steven.com.my/training

### [GH-100T00-A] GitHub fundamentals — Administration basics and product features (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: GH-100T00-A
- **Alternate Codes**: GH-100
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: GitHub enterprise administrators, platform engineering teams
- **Summary**: Administering GitHub Enterprise: organization policies, team permissions, SAML SSO / SCIM provisioning, audit logging, and repository rule sets.
- **Key Skills / Topics**: GitHub Enterprise Administration, SAML SSO & SCIM, Repository Rulesets, Audit Logs, Secret Scanning Policies
- **Prerequisites**: GitHub user experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/gh-100t00
- **Course Portal**: https://www.steven.com.my/training

### [GH-200T00-A] Automate your workflow with GitHub Actions (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: GH-200T00-A
- **Alternate Codes**: GH-200
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Software developers, DevOps engineers, build managers
- **Summary**: Building robust CI/CD pipelines with GitHub Actions: workflow syntax, self-hosted runners, secret management, matrix builds, and custom action publishing.
- **Key Skills / Topics**: Workflow YAML Syntax, Self-Hosted Runners, Environment Approvals, Matrix Builds, Custom Docker Actions, OIDC Cloud Auth
- **Prerequisites**: Git basics and software build knowledge
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/gh-200t00
- **Course Portal**: https://www.steven.com.my/training

### [GH-500T00-A] GitHub Advanced Security (Microsoft)
- **Vendor**: Microsoft
- **Category**: DevOps, GitHub & Security
- **Code**: GH-500T00-A
- **Alternate Codes**: GH-500
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Security engineers, application developers, DevSecOps leads
- **Summary**: Securing the software supply chain with GitHub Advanced Security: CodeQL static analysis, Secret Scanning push protection, and Dependabot vulnerability remediation.
- **Key Skills / Topics**: CodeQL SAST, Secret Scanning, Push Protection, Dependabot & SCA, Security Advisories
- **Prerequisites**: Software development and CI/CD workflow experience
- **Official Vendor Syllabus Link**: https://learn.microsoft.com/en-us/training/courses/gh-500t00
- **Course Portal**: https://www.steven.com.my/training

### [RH024] Red Hat Enterprise Linux Technical Overview (Red Hat)
- **Vendor**: Red Hat
- **Category**: RHEL & Enterprise Linux
- **Code**: RH024
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: IT professionals, Windows administrators transitioning to Linux
- **Summary**: Fundamental command-line survival skills, file system hierarchy, package management, and basic system administration in Red Hat Enterprise Linux.
- **Key Skills / Topics**: Linux CLI, Bash Navigation, File Permissions, RPM & DNF, Systemd Services, User Management
- **Prerequisites**: General operating system concepts
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh024-red-hat-linux-technical-overview
- **Course Portal**: https://www.steven.com.my/training

### [RH124] Red Hat System Administration I (Red Hat)
- **Vendor**: Red Hat
- **Category**: RHEL & Enterprise Linux
- **Code**: RH124
- **Alternate Codes**: RHCSA Track
- **Exam Code**: EX200
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Systems administrators, engineers preparing for RHCSA (EX200)
- **Summary**: Core system administration tasks on RHEL: managing access from the command line, files, users/groups, processes, systemd services, SSH, and storage partitions.
- **Key Skills / Topics**: Command Line Mastery, User & Group Admin, File Permissions (chmod/chown), Systemd Service Control, Storage Partitioning, SSH Hardening
- **Prerequisites**: Basic computing and technical literacy
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh124-red-hat-system-administration-i
- **Course Portal**: https://www.steven.com.my/training

### [RH442] Red Hat Enterprise Linux Performance Tuning (Red Hat)
- **Vendor**: Red Hat
- **Category**: RHEL & Enterprise Linux
- **Code**: RH442
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Senior Linux engineers, performance engineers, high-load system architects
- **Summary**: Analyzing and optimizing RHEL system performance: kernel profiling, memory management, disk I/O schedulers, network subsystem bottlenecks, and tuned profiles.
- **Key Skills / Topics**: Kernel Profiling (perf), Tuned System Profiles, Memory Bottlenecks & Cgroups, Disk I/O Schedulers, Network Buffer Optimization, Systemtap
- **Prerequisites**: RHCE certification or equivalent Linux administration skills
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh442-red-hat-enterprise-linux-performance-tuning
- **Course Portal**: https://www.steven.com.my/training

### [RH415] Red Hat Security: Linux in Physical, Virtual, and Cloud (Red Hat)
- **Vendor**: Red Hat
- **Category**: RHEL & Enterprise Linux
- **Code**: RH415
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Security engineers, Linux administrators in regulated sectors
- **Summary**: Comprehensive host security: SELinux policy tuning, OpenSCAP compliance scanning, USBGuard, LUKS disk encryption, auditd logging, and secure boot.
- **Key Skills / Topics**: SELinux Deep Dive, OpenSCAP Compliance, LUKS Encryption & Tang/Clevis, Auditd & Syslog Security, Firewalld Rich Rules
- **Prerequisites**: RHCE certification or extensive Linux security background
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh415-red-hat-security-linux-physical-virtual-and-cloud
- **Course Portal**: https://www.steven.com.my/training

### [EX200] Red Hat Certified System Administrator (RHCSA) Exam Readiness (Red Hat)
- **Vendor**: Red Hat
- **Category**: RHEL & Enterprise Linux
- **Code**: EX200
- **Exam Code**: EX200
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Engineers preparing to sit the live, performance-based RHCSA exam
- **Summary**: Intensive hands-on lab drill preparing candidates for the performance-based EX200 exam: storage configurations, VDO/LVM, containers with Podman, and auto-mounting.
- **Key Skills / Topics**: LVM Configuration, SELinux Enforcing Mode, Podman Rootless Containers, Systemd Timers, Autofs & NFS, Firewalld
- **Prerequisites**: Completion of RH124 and RH134 or equivalent practical experience
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/red-hat-enterprise-linux
- **Course Portal**: https://www.steven.com.my/training

### [DO007] Ansible Basics: Automation Technical Overview (Red Hat)
- **Vendor**: Red Hat
- **Category**: Ansible Automation
- **Code**: DO007
- **Alternate Codes**: AU094
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: System administrators, network engineers, operations staff
- **Summary**: Introduction to agentless enterprise automation: Ansible playbooks, inventory management, modules, and basic configuration management.
- **Key Skills / Topics**: Agentless Architecture, YAML Playbook Syntax, Ad-hoc Commands, Inventory Management, Standard Modules
- **Prerequisites**: Basic Linux CLI familiarity
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do007-ansible-essentials-simplicity-automation-technical-overview
- **Course Portal**: https://www.steven.com.my/training

### [AU294] Red Hat Enterprise Linux Automation with Ansible (Red Hat)
- **Vendor**: Red Hat
- **Category**: Ansible Automation
- **Code**: AU294
- **Alternate Codes**: RH294
- **Exam Code**: EX294
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Linux administrators, automation engineers pursuing RHCE
- **Summary**: Complete preparation for RHCE: authoring complex playbooks, Jinja2 templates, role architecture, Ansible Vault encrypted variables, and error handling.
- **Key Skills / Topics**: Advanced Playbook Logic, Ansible Roles, Jinja2 Templating, Ansible Vault Encryption, Host Loops & Conditionals, Automation Execution Environments
- **Prerequisites**: RHCSA (EX200) certification or equivalent Linux administration skills
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/au294-red-hat-linux-automation-with-ansible
- **Course Portal**: https://www.steven.com.my/training

### [RH295] Red Hat Enterprise Linux Automation with Ansible and Exam (Red Hat)
- **Vendor**: Red Hat
- **Category**: Ansible Automation
- **Code**: RH295
- **Exam Code**: EX294
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Engineers taking both the AU294 training and EX294 exam
- **Summary**: Full 4-day intensive automation training plus live proctored RHCE (EX294) certification examination.
- **Key Skills / Topics**: RHCE Objectives, Playbook Optimization, Hands-on Exam Preparation
- **Prerequisites**: RHCSA certification
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh295-red-hat-linux-automation-with-ansible-exam
- **Course Portal**: https://www.steven.com.my/training

### [AU374] Developing Advanced Automation with Red Hat Ansible Automation Platform (Red Hat)
- **Vendor**: Red Hat
- **Category**: Ansible Automation
- **Code**: AU374
- **Alternate Codes**: DO374
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: DevOps leads, automation architects, enterprise platform engineers
- **Summary**: Scaling enterprise automation with Ansible Automation Platform (AAP): Automation Controller (Tower), Private Automation Hub, Execution Environments (ansible-builder), and Event-Driven Ansible (EDA).
- **Key Skills / Topics**: Automation Controller (Tower), Event-Driven Ansible (EDA), Execution Environments (EE), Private Automation Hub, CI/CD GitOps Integration
- **Prerequisites**: AU294 / RH294 or strong Ansible playbook proficiency
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/au374-developing-advanced-automation-red-hat-ansible-automation-platform
- **Course Portal**: https://www.steven.com.my/training

### [AU245] Configuration as Code for Enterprise Automation with Red Hat Ansible Automation Platform (Red Hat)
- **Vendor**: Red Hat
- **Category**: Ansible Automation
- **Code**: AU245
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Infrastructure engineers, GitOps practitioners
- **Summary**: Treating infrastructure automation as production code: Git repository workflows, automated testing with Molecule, Ansible Lint, and continuous deployment pipelines.
- **Key Skills / Topics**: Configuration as Code (CaC), Molecule Testing, Ansible-Lint, GitLab/GitHub Pipeline Integration, Idempotency Validation
- **Prerequisites**: AU294 and Git version control experience
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/au245-configuration-code-enterprise-automation-with-red-hat-ansible-automation-platform
- **Course Portal**: https://www.steven.com.my/training

### [EX294] Red Hat Certified Engineer (RHCE) Exam Preparation (Red Hat)
- **Vendor**: Red Hat
- **Category**: Ansible Automation
- **Code**: EX294
- **Exam Code**: EX294
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Administrators preparing for the official RHCE practical examination
- **Summary**: Timed simulation labs covering all RHCE exam domains: multi-tier application deployments, firewalld/SELinux automation, storage role management, and troubleshooting playbooks.
- **Key Skills / Topics**: Speed & Precision Scripting, System Role Execution, Complex Jinja2 Filtering, Vault Security
- **Prerequisites**: Current RHCSA certification
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/ex294-red-hat-certified-engineer-rhce-exam-red-hat-enterprise-linux
- **Course Portal**: https://www.steven.com.my/training

### [DO080] Containers, Kubernetes and Red Hat OpenShift Technical Overview (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO080
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Technical decision makers, infrastructure engineers starting with cloud-native
- **Summary**: High-level overview of Linux containers, Docker/Podman container runtimes, Kubernetes cluster mechanics, and Red Hat OpenShift platform capabilities.
- **Key Skills / Topics**: Linux Namespaces & Cgroups, OCI Containers, Kubernetes Pods & Services, OpenShift Web Console, Hybrid Cloud Scaling
- **Prerequisites**: Basic IT concepts
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do080-deploying-containerized-applications-technical-overview
- **Course Portal**: https://www.steven.com.my/training

### [DO088] Red Hat OpenShift for Developers Technical Overview (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO088
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Application developers, DevOps beginners
- **Summary**: Developer perspective on OpenShift: containerizing source code, deploying applications from Git, configuring health probes, and managing container logs.
- **Key Skills / Topics**: Source-to-Image (S2I), Developer Perspective UI, Deployment Configs, Liveness & Readiness Probes
- **Prerequisites**: Basic programming experience
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do088-red-hat-openshift-developers-technical-overview
- **Course Portal**: https://www.steven.com.my/training

### [DO189] Red Hat OpenShift Development I: Introduction to Containers with Podman (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO189
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Developers, systems engineers moving to rootless container operations
- **Summary**: Building, running, and managing production containers without daemons using Podman, Skopeo, Buildah, and rootless user namespaces.
- **Key Skills / Topics**: Podman CLI, Rootless Containers, Containerfiles / Dockerfiles, Buildah Image Assembly, Skopeo Image Inspection, Systemd Container Management
- **Prerequisites**: Linux CLI basics
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do189-red-hat-openshift-development-i
- **Course Portal**: https://www.steven.com.my/training

### [DO180] Red Hat OpenShift Administration I: Operating a Production Cluster (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO180
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Cluster operators, systems administrators starting with OpenShift
- **Summary**: Daily operational tasks on an enterprise OpenShift cluster: managing users, RBAC, configuring storage, deploying containerized applications, and cluster troubleshooting.
- **Key Skills / Topics**: Cluster Web Console & oc CLI, Projects & RBAC, Persistent Storage (PVCs), Application Scaling, Node Diagnostics
- **Prerequisites**: Linux system administration background (RHCSA recommended)
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/red-hat-openshift-administration-i-operating-a-production-cluster
- **Course Portal**: https://www.steven.com.my/training

### [DO280] Red Hat OpenShift Administration II: Configuring a Production Cluster (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO280
- **Alternate Codes**: DO281
- **Exam Code**: EX280
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: OpenShift cluster administrators, cloud engineers preparing for EX280
- **Summary**: Configuring, managing, and hardening enterprise OpenShift clusters: identity federation, internal image registry, network operators, ingress controllers, quotas, and cluster updates.
- **Key Skills / Topics**: Identity Providers (OAuth/LDAP), Network Policies & Ingress, Machine Config Operator (MCO), Resource Quotas & Limits, Internal Registry Security, Cluster Monitoring & Alerts
- **Prerequisites**: DO180 or equivalent OpenShift operational experience
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do280-red-hat-openshift-administration-ii-configuring-a-production-cluster
- **Course Portal**: https://www.steven.com.my/training

### [DO380] Red Hat OpenShift Administration III: Scaling Deployments in the Enterprise (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO380
- **Alternate Codes**: DO381
- **Exam Code**: EX380
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Senior cluster architects, platform SREs, multi-cluster administrators
- **Summary**: Advanced enterprise scaling: GitOps with ArgoCD, OpenShift Pipelines (Tekton), Red Hat Advanced Cluster Management (RHACM), and automated compliance enforcement.
- **Key Skills / Topics**: GitOps with ArgoCD, Tekton CI/CD Pipelines, RHACM Multi-Cluster Governance, Submariner Multi-Cluster Networking, Automated Cluster Lifecycle
- **Prerequisites**: DO280 or current EX280 certification
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do380-red-hat-openshift-administration-iii-scaling-deployments-in-the-enterprise
- **Course Portal**: https://www.steven.com.my/training

### [DO316] Managing Virtual Machines with Red Hat OpenShift Virtualization (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO316
- **Exam Code**: EX316
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: VMware/vSphere engineers migrating to KubeVirt, OpenShift administrators
- **Summary**: Running enterprise legacy virtual machines alongside cloud-native containers using KubeVirt on OpenShift: Migration Toolkit for Virtualization (MTV), live migration, storage, and networking.
- **Key Skills / Topics**: KubeVirt Architecture, Migration Toolkit for Virtualization (MTV), VM Live Migration, SR-IOV & OVN-Kubernetes Secondary Networks, Hotplug Disks & Snapshots
- **Prerequisites**: OpenShift administration (DO280) and VMware or KVM virtualization experience
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do316-managing-virtual-machines-red-hat-openshift-virtualization
- **Course Portal**: https://www.steven.com.my/training

### [DO322] Red Hat OpenShift Installation Lab (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO322
- **Format / Type**: Lab (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Infrastructure engineers responsible for day-0 bare-metal and private cloud cluster deployments
- **Summary**: Hands-on installation lab: User-Provisioned Infrastructure (UPI), Installer-Provisioned Infrastructure (IPI), disconnected / air-gapped deployments, and mirror registries.
- **Key Skills / Topics**: Bare-Metal OpenShift Install, Air-Gapped / Disconnected Mirrors, UPI vs IPI Workflows, DNS/Load Balancer Prerequisites, Bootstrap Node Automation
- **Prerequisites**: DO280 and enterprise networking/storage expertise
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do322-red-hat-openshift-installation-lab
- **Course Portal**: https://www.steven.com.my/training

### [DO370] Enterprise Kubernetes Storage with Red Hat OpenShift Data Foundation (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: DO370
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Storage architects, Kubernetes administrators
- **Summary**: Unified software-defined storage for OpenShift with Ceph / Rook: block, file, and S3 object storage for stateful container workloads.
- **Key Skills / Topics**: OpenShift Data Foundation (ODF), Ceph Storage Architecture, CephFS & RBD, S3 Multi-Cloud Object Gateway (NooBaa), Disaster Recovery Metro-DR
- **Prerequisites**: DO280 cluster administration
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do370-enterprise-kubernetes-storage-with-red-hat-openshift-data-foundation
- **Course Portal**: https://www.steven.com.my/training

### [EX280] Red Hat Certified OpenShift Administrator Exam Preparation (Red Hat)
- **Vendor**: Red Hat
- **Category**: OpenShift & Containers
- **Code**: EX280
- **Exam Code**: EX280
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Candidates sitting the EX280 practical exam
- **Summary**: Practical drill simulations on real OpenShift multi-node clusters covering identity, certificate management, storage quotas, and security contexts.
- **Key Skills / Topics**: EX280 Exam Practice, Cluster Security Hardening, Time Management in Practical Exams
- **Prerequisites**: DO280 completion
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/red-hat-certified-openshift-administrator-exam
- **Course Portal**: https://www.steven.com.my/training

### [RH362] Red Hat Security: Identity Management and Authentication (Red Hat)
- **Vendor**: Red Hat
- **Category**: Identity, Satellite & JBoss
- **Code**: RH362
- **Alternate Codes**: RH363
- **Exam Code**: EX362
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Identity architects, Linux security administrators
- **Summary**: Centralizing Linux identity with Red Hat IdM (FreeIPA): Kerberos authentication, Active Directory cross-forest trusts, host-based access control (HBAC), and sudo rules.
- **Key Skills / Topics**: Red Hat Identity Management (IdM), Active Directory Trust, Kerberos & LDAP, SSSD Client Integration, Host-Based Access Control (HBAC), Public Key Infrastructure (PKI)
- **Prerequisites**: RHCE certification or solid Linux and network security experience
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh362-red-hat-security-identity-management-and-authentication
- **Course Portal**: https://www.steven.com.my/training

### [RH403] Red Hat Satellite 6 Administration (Red Hat)
- **Vendor**: Red Hat
- **Category**: Identity, Satellite & JBoss
- **Code**: RH403
- **Alternate Codes**: RH404
- **Exam Code**: EX403
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Enterprise systems administrators managing hundreds or thousands of RHEL servers
- **Summary**: Centralized lifecycle management: software content views, automated provisioning with PXE/Kickstart, errata patch management, and Capsule server topologies.
- **Key Skills / Topics**: Satellite Architecture, Content Views & Lifecycle Environments, Capsule Servers, Automated Kickstart Provisioning, Errata Compliance Auditing, Host Collections
- **Prerequisites**: RHCSA certification or equivalent RHEL systems management
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/rh403-red-hat-satellite-6-administration
- **Course Portal**: https://www.steven.com.my/training

### [AD248] Red Hat JBoss Application Administration I (Red Hat)
- **Vendor**: Red Hat
- **Category**: Identity, Satellite & JBoss
- **Code**: AD248
- **Alternate Codes**: AD249
- **Exam Code**: EX248
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Middleware administrators, Java EE system operators
- **Summary**: Operating and clustering Red Hat JBoss Enterprise Application Platform (EAP): domain mode, standalone configurations, datasource connections, and high-availability session replication.
- **Key Skills / Topics**: JBoss EAP Standalone & Domain Mode, JDBC Datasources, JMS Messaging Queues, Infinispan Clustering, SSL/TLS Security Realms, Performance Tuning
- **Prerequisites**: Basic Linux administration and Java application understanding
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/ad248-red-hat-jboss-application-administration-i
- **Course Portal**: https://www.steven.com.my/training

### [AI067] Red Hat OpenShift AI Technical Overview (Red Hat)
- **Vendor**: Red Hat
- **Category**: Red Hat AI
- **Code**: AI067
- **Exam Code**: EX267
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Data scientists, MLOps leads, platform engineers
- **Summary**: Private hybrid AI on Kubernetes with Red Hat OpenShift AI: managed Jupyter notebooks, Ray distributed training, KServe model serving, and GPU acceleration.
- **Key Skills / Topics**: OpenShift AI Architecture, JupyterHub Workbenches, KServe Model Serving, NVIDIA GPU Operator, Data Science Pipelines
- **Prerequisites**: DO180 or Kubernetes basics
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/ai067-red-hat-openshift-ai-technical-overview
- **Course Portal**: https://www.steven.com.my/training

### [DO400] Red Hat DevOps Pipelines and Processes: CI/CD with Jenkins & Git (Red Hat)
- **Vendor**: Red Hat
- **Category**: DevOps & Cloud Automation
- **Code**: DO400
- **Alternate Codes**: DO400, EX400
- **Exam Code**: EX400
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: DevOps engineers, cloud developers, system administrators automating CI/CD pipelines
- **Summary**: Master DevOps continuous integration and continuous deployment (CI/CD) pipelines using Jenkins, Git version control, SonarQube quality gates, Nexus artifact repositories, and automated container deployment to OpenShift.
- **Key Skills / Topics**: Jenkins Pipeline as Code, Git Workflows & Webhooks, Automated Testing, OpenShift CI/CD, Nexus & Artifact Management, Quality Gates
- **Prerequisites**: Basic Linux administration (RHCSA) and familiarity with container concepts
- **Official Vendor Syllabus Link**: https://www.redhat.com/en/services/training/do400-red-hat-devops-pipelines-and-processes
- **Course Portal**: https://www.steven.com.my/training

### [LFS158] Introduction to Kubernetes (CNCF)
- **Vendor**: CNCF
- **Category**: Kubernetes Administration & Development
- **Code**: LFS158
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Engineers, architects, developers entering cloud-native ecosystem
- **Summary**: Core Kubernetes concepts: Pods, Services, Deployments, ReplicaSets, Labels, basic networking, and container orchestration mechanics.
- **Key Skills / Topics**: Kubernetes Architecture, kubectl CLI, Pod Lifecycle, Cluster Services, Ingress Basics
- **Prerequisites**: Docker / container fundamentals
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/introduction-to-kubernetes/
- **Course Portal**: https://www.steven.com.my/training

### [LFS258] Kubernetes Fundamentals (CKA Track) (CNCF)
- **Vendor**: CNCF
- **Category**: Kubernetes Administration & Development
- **Code**: LFS258
- **Exam Code**: CKA
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: DevOps engineers, Kubernetes cluster administrators, cloud engineers
- **Summary**: Comprehensive cluster administration matching CKA curriculum: kubeadm multi-node installation, etcd backup/restore, CNI networking, storage PV/PVCs, and control plane troubleshooting.
- **Key Skills / Topics**: Kubeadm Cluster Bootstrap, etcd Backup & Snapshot Recovery, CNI Networking (Calico/Flannel), RBAC & ServiceAccounts, DaemonSets & StatefulSets, Node Maintenance & Drain
- **Prerequisites**: Linux administration (systemd, networking, storage) and container basics
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/kubernetes-fundamentals/
- **Course Portal**: https://www.steven.com.my/training

### [LFD259] Kubernetes for Developers (CKAD Track) (CNCF)
- **Vendor**: CNCF
- **Category**: Kubernetes Administration & Development
- **Code**: LFD259
- **Exam Code**: CKAD
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Software engineers, cloud developers targeting CKAD certification
- **Summary**: Hands-on application development on Kubernetes: Multi-container pods (sidecars), ConfigMaps/Secrets, rolling updates, readiness/liveness probes, Jobs/CronJobs, and NetworkPolicies.
- **Key Skills / Topics**: Sidecar & Adapter Patterns, ConfigMaps & Secrets Ingestion, Liveness, Readiness & Startup Probes, Blue-Green & Canary Deployments, NetworkPolicy Isolation, Resource Requests & Limits
- **Prerequisites**: Docker containerization and YAML authoring skills
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/kubernetes-for-developers/
- **Course Portal**: https://www.steven.com.my/training

### [LFS458] Kubernetes Administration Deep Dive (CNCF)
- **Vendor**: CNCF
- **Category**: Kubernetes Administration & Development
- **Code**: LFS458
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Enterprise infrastructure architects running production Kubernetes
- **Summary**: High-scale enterprise Kubernetes operations: production networking architectures, high availability control planes, storage class dynamics, and disaster recovery.
- **Key Skills / Topics**: Multi-Master HA Architecture, Advanced Ingress & Gateway API, Storage CSI Drivers, Cluster Upgrades & Zero-Downtime, Observability (Prometheus/Grafana)
- **Prerequisites**: LFS258 or CKA certification
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/kubernetes-administration/
- **Course Portal**: https://www.steven.com.my/training

### [LFS260] Kubernetes Security Essentials (CKS Track) (CNCF)
- **Vendor**: CNCF
- **Category**: Kubernetes Administration & Development
- **Code**: LFS260
- **Alternate Codes**: LFS460
- **Exam Code**: CKS
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Cloud security engineers, DevSecOps practitioners pursuing CKS
- **Summary**: Hardening Kubernetes clusters: CIS benchmark compliance, API server security, Falco runtime monitoring, AppArmor/seccomp profiles, and vulnerability scanning with Trivy.
- **Key Skills / Topics**: CIS Kubernetes Benchmark, API Server Hardening, Runtime Security with Falco, Trivy Container Scanning, AppArmor & Seccomp Profiles, mTLS with Service Mesh
- **Prerequisites**: CKA certification
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/kubernetes-security-essentials-lfs260/
- **Course Portal**: https://www.steven.com.my/training

### [CKA] Certified Kubernetes Administrator (CKA) Boot Camp (CNCF)
- **Vendor**: CNCF
- **Category**: CNCF Certifications
- **Code**: CKA
- **Exam Code**: CKA
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Engineers preparing for the live performance-based CKA exam
- **Summary**: Intensive 100% practical lab drills on real multi-node clusters simulating official CKA exam challenges under strict time limits.
- **Key Skills / Topics**: Speed kubectl Generators, etcd Snapshot Restore Under Pressure, Troubleshooting Broken Worker Nodes, Custom NetworkPolicies
- **Prerequisites**: LFS258 or equivalent practical Kubernetes experience
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/certification/certified-kubernetes-administrator-cka/
- **Course Portal**: https://www.steven.com.my/training

### [CKAD] Certified Kubernetes Application Developer (CKAD) Boot Camp (CNCF)
- **Vendor**: CNCF
- **Category**: CNCF Certifications
- **Code**: CKAD
- **Exam Code**: CKAD
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Developers sitting the official CKAD practical exam
- **Summary**: Timed hands-on exam preparation focusing on rapid YAML manipulation, multi-container patterns, custom probes, and PV claim bindings.
- **Key Skills / Topics**: YAML Generators & Shortcuts, Sidecar Containers, Probes & Readiness, Canary Deployments
- **Prerequisites**: LFD259 or equivalent experience
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/certification/certified-kubernetes-application-developer-ckad/
- **Course Portal**: https://www.steven.com.my/training

### [CKS] Certified Kubernetes Security Specialist (CKS) Boot Camp (CNCF)
- **Vendor**: CNCF
- **Category**: CNCF Certifications
- **Code**: CKS
- **Exam Code**: CKS
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Security engineers preparing for the rigorous CKS practical exam
- **Summary**: Rigorous performance labs covering sandbox microservice security, Kube-bench auditing, gVisor container isolation, and runtime threat detection.
- **Key Skills / Topics**: CKS Exam Scenarios, gVisor Sandboxing, Audit Log Policies, Falco Rule Authoring
- **Prerequisites**: Must hold an active CKA credential
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/certification/certified-kubernetes-security-specialist/
- **Course Portal**: https://www.steven.com.my/training

### [DOCKER-ENT] Docker Training — Getting Started, Images, Compose, Build Cloud, Scout and Administration (Containers)
- **Vendor**: Containers
- **Category**: Container Technologies
- **Code**: DOCKER-ENT
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Software developers, sysadmins, DevOps engineers
- **Summary**: Mastering modern containerization: multi-stage Dockerfiles, Docker Compose multi-service stacks, volume persistence, bridge networking, Docker Scout CVE scanning, and registry security.
- **Key Skills / Topics**: Multi-Stage Dockerfiles, Docker Compose v2, Volume Persistence, Custom Bridge Networks, Docker Scout CVE Scanning, Private Registry Setup
- **Prerequisites**: Basic command-line experience
- **Official Vendor Syllabus Link**: https://www.docker.com/trainings/
- **Course Portal**: https://www.steven.com.my/training

### [CNTRD-101] Production containerd Architecture & Runtime Engineering (Containers)
- **Vendor**: Containers
- **Category**: Container Runtime Engineering
- **Code**: CNTRD-101
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Kubernetes platform engineers, cloud architects, systems administrators
- **Summary**: Deep-dive architecture into containerd as the primary Kubernetes container runtime: CRI plugins, namespace isolation, cgroups v2, rootless execution, image unpackers, nerdctl CLI tooling, and debugging failing pods at the runtime layer.
- **Key Skills / Topics**: containerd Architecture, CRI Plugin Configuration, nerdctl Tooling, cgroups v2 & Systemd Cgroup, Container Storage Snapshotters, Runtime Debugging (ctr/crictl)
- **Prerequisites**: Familiarity with Linux administration and basic container/Kubernetes fundamentals
- **Curriculum Outline**: Custom Build Training (Bespoke Enterprise Syllabus)
- **Course Portal**: https://www.steven.com.my/training

### [CRIO-101] CRI-O Container Runtime Engineering for Production Kubernetes (Containers)
- **Vendor**: Containers
- **Category**: Container Runtime Engineering
- **Code**: CRIO-101
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: OpenShift and Kubernetes platform engineers, security specialists, DevOps architects
- **Summary**: Enterprise CRI-O deployment and tuning: lightweight OCI compliant runtime for Kubernetes and OpenShift, pod sandbox lifecycles, runc/crun low-level engines, seccomp/AppArmor/SELinux profiles, and storage plugin configuration.
- **Key Skills / Topics**: CRI-O Architecture, crictl Pod Inspection, runc vs crun Performance, SELinux & Seccomp Hardening, Image Signature Verification, Kubelet CRI Integration
- **Prerequisites**: Linux system administration (RHEL/Ubuntu) and Kubernetes cluster operations
- **Curriculum Outline**: Custom Build Training (Bespoke Enterprise Syllabus)
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-VSICM80] VMware vSphere: Install, Configure, Manage [V8.0] (VMware)
- **Vendor**: VMware
- **Category**: vSphere & Data Center
- **Code**: EDU-VMW-VSICM80
- **Alternate Codes**: VSICM80
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Systems administrators, virtualization engineers
- **Summary**: Foundational and enterprise vSphere administration: ESXi 8.0 hypervisor host deployment, vCenter Server Appliance (VCSA) configuration, vSphere Distributed Switches (vDS), VMFS datastores, vMotion, and vSphere HA/DRS clusters.
- **Key Skills / Topics**: ESXi 8.0 & vCenter Server, vSphere Distributed Switches, vSphere High Availability (HA), Distributed Resource Scheduler (DRS), vSphere Lifecycle Manager (vLCM), Storage vMotion
- **Prerequisites**: System administration on Windows or Linux, networking fundamentals
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131229/VMware-vSphere:-Install,-Configure,-Manage-[V8.0]/False
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-VSOSS80] VMware vSphere: Operate, Scale and Secure [V8.0] (VMware)
- **Vendor**: VMware
- **Category**: vSphere & Data Center
- **Code**: EDU-VMW-VSOSS80
- **Alternate Codes**: VSOSS80
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Experienced vSphere administrators, infrastructure architects
- **Summary**: Advanced vSphere scaling and hardening: ESXi host profiles, certificate management, vSphere Trust Authority, VM encryption, vSphere Auto Deploy, and performance tuning.
- **Key Skills / Topics**: vSphere Security Hardening, VM Encryption, Auto Deploy & Host Profiles, vCenter HA, Performance Optimization
- **Prerequisites**: VSICM 8.0 or equivalent practical vSphere experience
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131230/VMware-vSphere:-Operate,-Scale-and-Secure-[V8.0]/False
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-VSFBMO] VMware vSphere Foundation: Build, Manage, and Operate [V9.0] (VMware)
- **Vendor**: VMware
- **Category**: vSphere & Data Center
- **Code**: EDU-VMW-VSFBMO
- **Alternate Codes**: V9.0
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Data center engineers running next-generation Broadcom VMware vSphere environments
- **Summary**: Next-generation VMware vSphere Foundation v9 architecture: modern workload orchestration, NVMe over Fabrics storage, modern licensing, and enhanced telemetry.
- **Key Skills / Topics**: vSphere 9 Architecture, NVMe-oF Datastores, Workload Management, Broadcom Licensing Models, Lifecycle Automation
- **Prerequisites**: Experience with vSphere 7/8 environments
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131237/VMware-vSphere-Foundation:-Build,-Manage,-and-Operate-[V9.0]/False
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-NSXICM4] VMware NSX: Install, Configure, Manage [V4.0] (VMware)
- **Vendor**: VMware
- **Category**: VMware NSX Networking
- **Code**: EDU-VMW-NSXICM4
- **Alternate Codes**: NSX-T
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Network administrators, security architects, cloud virtualization teams
- **Summary**: Software-Defined Networking with VMware NSX 4: Tier-0 and Tier-1 logical routing, overlay Geneve encapsulation, distributed micro-segmentation firewalls, and gateway services.
- **Key Skills / Topics**: NSX Manager Deployment, Tier-0 & Tier-1 Gateway Routing, Geneve Overlay Networking, Distributed Firewall (DFW), Micro-Segmentation Policies, Edge Node Clusters
- **Prerequisites**: vSphere administration and solid IP routing/switching experience
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131251/VMware-NSX:-Install,-Configure,-Manage-[V4.0]/False
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-NSXTO4] VMware NSX: Troubleshooting and Operations [V4.x] (VMware)
- **Vendor**: VMware
- **Category**: VMware NSX Networking
- **Code**: EDU-VMW-NSXTO4
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Senior network engineers, operations engineers managing production NSX fabrics
- **Summary**: Diagnostic methodologies for NSX: edge cluster routing issues, packet traceflow analysis, API health automation, and distributed firewall flow monitoring.
- **Key Skills / Topics**: NSX Traceflow Diagnostic, BGP/OSPF Routing Triage, Packet Capture & CLI Tools, Edge Failover Troubleshooting, Log Insight Integration
- **Prerequisites**: NSXICM 4.0 or hands-on NSX-T administration
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131252/VMware-NSX:-Troubleshooting%C2%A0and%C2%A0Operations-[V4.x]/False
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-VCFBMS9] VMware Cloud Foundation: Build, Manage, and Secure [V9.0] (VMware)
- **Vendor**: VMware
- **Category**: VCF & Tanzu Kubernetes
- **Code**: EDU-VMW-VCFBMS9
- **Format / Type**: Course (5 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Enterprise private cloud architects, SDDC operations leads
- **Summary**: Full Software-Defined Data Center deployment with VCF 9: SDDC Manager automated bringup, Workload Domains, vSAN integration, NSX federation, and Aria automation.
- **Key Skills / Topics**: SDDC Manager, Management & Workload Domains, vSAN Cluster Deployment, VCF Lifecycle Automation, Enterprise Multi-Tenancy
- **Prerequisites**: Deep knowledge of vSphere, vSAN, and NSX
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131241/VMware-Cloud-Foundation:-Build,-Manage,-and-Secure-[V9.0]/False
- **Course Portal**: https://www.steven.com.my/training

### [EDU-VMW-VSTDCM8] VMware vSphere with Tanzu: Deploy, Configure, Manage [V8.0] (VMware)
- **Vendor**: VMware
- **Category**: VCF & Tanzu Kubernetes
- **Code**: EDU-VMW-VSTDCM8
- **Alternate Codes**: TKGs
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: vSphere administrators running Kubernetes workloads on ESXi
- **Summary**: Converging virtualization and cloud-native: deploying Supervisor Clusters on vSphere, configuring vSphere Namespaces, and provisioning guest Tanzu Kubernetes Grid (TKG) clusters.
- **Key Skills / Topics**: Supervisor Cluster Architecture, vSphere Namespaces, Tanzu Kubernetes Grid (TKG), Harbor Registry Integration, Antrea / NSX Container Plugin
- **Prerequisites**: VSICM 8.0 and basic Kubernetes awareness
- **Official Vendor Syllabus Link**: https://edu.arrow.com/us/training/course-detail/131247/VMware-vSphere-with-Tanzu:-Deploy,-Configure,-Manage-[V8.0]/False
- **Course Portal**: https://www.steven.com.my/training

### [TASICM] VMware Tanzu Application Service: Install, Configure, Manage (VMware)
- **Vendor**: VMware
- **Category**: VCF & Tanzu Kubernetes
- **Code**: TASICM
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: PaaS platform engineers, cloud operations specialists
- **Summary**: Operating Tanzu Application Service (formerly Cloud Foundry / Pivotal): BOSH director, Ops Manager, Diego cells, service brokers, and automated app scaling.
- **Key Skills / Topics**: Ops Manager & BOSH, Diego Cell Scheduling, Gorouter Traffic Balancing, Custom Service Brokers, Zero-Downtime Patching
- **Prerequisites**: Linux system administration and networking
- **Official Vendor Syllabus Link**: https://tanzu-academy.broadcom.com/courses
- **Course Portal**: https://www.steven.com.my/training

### [MYSQL-DBA] MySQL Database Administration & Architecture (Databases)
- **Vendor**: Databases
- **Category**: MySQL Enterprise
- **Code**: MYSQL-DBA
- **Alternate Codes**: D80232
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Database administrators, backend engineers, systems architects
- **Summary**: Comprehensive administration of MySQL Server: server configuration, InnoDB storage engine architecture, user privileges, backup and restore strategies with mysqldump & MySQL Enterprise Backup, and replication setup.
- **Key Skills / Topics**: InnoDB Engine Architecture, MySQL Security & Grants, Logical & Physical Backups, Binary Logging & Replication, Performance Schema, Crash Recovery
- **Prerequisites**: Basic SQL knowledge and Linux command-line fluency
- **Official Vendor Syllabus Link**: https://education.oracle.com/mysql-database-administration/pls_48740
- **Course Portal**: https://www.steven.com.my/training

### [MYSQL-HA] MySQL Performance Tuning & High Availability with InnoDB Cluster (Databases)
- **Vendor**: Databases
- **Category**: MySQL Enterprise
- **Code**: MYSQL-HA
- **Alternate Codes**: D80236
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Senior DBAs, systems performance engineers, data platform leads
- **Summary**: Advanced query optimization, index design, server parameter tuning, InnoDB buffer pool management, and zero-downtime high availability using MySQL InnoDB Cluster, Group Replication, and MySQL Router.
- **Key Skills / Topics**: Query Optimization & EXPLAIN, Index Tuning, InnoDB Buffer Pool Sizing, Group Replication, MySQL Router, InnoDB Cluster Failover
- **Prerequisites**: MySQL Database Administration (MYSQL-DBA) or equivalent production DBA experience
- **Official Vendor Syllabus Link**: https://education.oracle.com/mysql-performance-tuning/pls_48744
- **Course Portal**: https://www.steven.com.my/training

### [MDB-101] MariaDB Server Administration & Security (Databases)
- **Vendor**: Databases
- **Category**: MariaDB Enterprise
- **Code**: MDB-101
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Database engineers, Linux administrators, enterprise DBAs
- **Summary**: Installation, configuration, security hardening, user access controls, and maintenance of MariaDB Server, covering Aria and InnoDB/XtraDB storage engines, user authentication plugins, and mariabackup.
- **Key Skills / Topics**: MariaDB Architecture, Storage Engines (InnoDB/Aria), mariabackup Physical Backup, Role-Based Access Control, Data-at-Rest Encryption, Slow Query Diagnostics
- **Prerequisites**: Familiarity with relational database concepts and Linux basics
- **Official Vendor Syllabus Link**: https://mariadb.com/services/training/courses/
- **Course Portal**: https://www.steven.com.my/training

### [MDB-GALERA] MariaDB High Availability & Multi-Master Clustering with Galera (Databases)
- **Vendor**: Databases
- **Category**: MariaDB Enterprise
- **Code**: MDB-GALERA
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Senior DBAs, enterprise reliability engineers, infrastructure architects
- **Summary**: Designing, provisioning, and operating synchronous multi-master MariaDB Galera Clusters: state transfers (SST/IST), split-brain protection, quorum management, MaxScale database proxy routing, and cross-datacenter clustering.
- **Key Skills / Topics**: Galera Synchronous Replication, State Snapshot Transfers, Quorum & Split-Brain Prevention, MariaDB MaxScale Proxy, Rolling Upgrades, Failure Recovery
- **Prerequisites**: MariaDB Server Administration (MDB-101) or production MariaDB administration
- **Official Vendor Syllabus Link**: https://mariadb.com/services/training/
- **Course Portal**: https://www.steven.com.my/training

### [PG-ADMIN] PostgreSQL Administration & Architecture (Databases)
- **Vendor**: Databases
- **Category**: PostgreSQL Enterprise
- **Code**: PG-ADMIN
- **Alternate Codes**: EDB-PGADM
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Database administrators, system administrators, cloud engineers
- **Summary**: Foundational and intermediate PostgreSQL administration: server installation, memory parameters (shared_buffers, work_mem), vacuum and transaction ID wraparound management, security roles, and WAL archiving.
- **Key Skills / Topics**: PostgreSQL Architecture, Memory & WAL Sizing, Vacuuming & Autovacuum Tuning, Roles & pg_hba.conf Security, Logical & Physical Backups (pg_dump, pg_basebackup), Point-in-Time Recovery (PITR)
- **Prerequisites**: Relational database concepts and basic Linux command-line skills
- **Official Vendor Syllabus Link**: https://www.enterprisedb.com/training/courses/postgresql-administration
- **Course Portal**: https://www.steven.com.my/training

### [PG-HA] PostgreSQL High Availability, Streaming Replication & Patroni (Databases)
- **Vendor**: Databases
- **Category**: PostgreSQL Enterprise
- **Code**: PG-HA
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Senior DBAs, site reliability engineers, mission-critical infrastructure architects
- **Summary**: Enterprise-grade high availability for PostgreSQL: synchronous and asynchronous physical streaming replication, replication slots, automated failover using Patroni with etcd, connection pooling with PgBouncer, and split-brain mitigation.
- **Key Skills / Topics**: Physical Streaming Replication, Replication Slots & Standby, Patroni & etcd Consensus, Automatic Leader Election & Failover, PgBouncer Connection Pooling, VIP/HAProxy Client Routing
- **Prerequisites**: PostgreSQL Administration (PG-ADMIN) or strong PostgreSQL operational experience
- **Official Vendor Syllabus Link**: https://www.enterprisedb.com/training/courses/advanced-postgresql-administration
- **Course Portal**: https://www.steven.com.my/training

### [PG-PERF] PostgreSQL Performance Tuning & Query Optimization (Databases)
- **Vendor**: Databases
- **Category**: PostgreSQL Enterprise
- **Code**: PG-PERF
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: DBAs, application performance engineers, senior software architects
- **Summary**: Comprehensive performance diagnostics: reading and optimizing EXPLAIN (ANALYZE, BUFFERS) query plans, advanced indexing (B-Tree, GIN, GiST, BRIN), partition strategies, pg_stat_statements analysis, and OS-level kernel tuning.
- **Key Skills / Topics**: EXPLAIN Execution Plan Analysis, Advanced Index Types (GIN/BRIN), Table Partitioning, pg_stat_statements Diagnostics, Checkpoint & Background Writer Tuning, Linux Kernel Memory Tuning
- **Prerequisites**: Production PostgreSQL administration experience and SQL proficiency
- **Official Vendor Syllabus Link**: https://www.enterprisedb.com/training/courses/performance-tuning
- **Course Portal**: https://www.steven.com.my/training

### [SLE201v15] SUSE Linux Enterprise Server 15 Administration (SUSE)
- **Vendor**: SUSE
- **Category**: SUSE Linux Enterprise
- **Code**: SLE201v15
- **Alternate Codes**: SLE201
- **Exam Code**: 050-763 (SCA SLES 15)
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Linux system administrators, enterprise support engineers, infrastructure operators
- **Summary**: Core administration of SUSE Linux Enterprise Server 15: YaST (Yet another Setup Tool) configuration, wicked/NetworkManager networking, Zypper package management, Snapper Btrfs snapshot rollbacks, systemd service management, and user authentication.
- **Key Skills / Topics**: YaST Configuration Framework, Btrfs Snapshots & Snapper Rollback, Zypper Package Management, Wicked Networking, systemd Administration, Storage & File Systems
- **Prerequisites**: Basic computer literacy and basic familiarity with Linux command-line
- **Official Vendor Syllabus Link**: https://training.suse.com/courses/sle201v15/
- **Course Portal**: https://www.steven.com.my/training

### [SLE301v15] SUSE Linux Enterprise Server 15 Advanced Administration (SUSE)
- **Vendor**: SUSE
- **Category**: SUSE Linux Enterprise
- **Code**: SLE301v15
- **Alternate Codes**: SLE301
- **Exam Code**: 050-764 (SCE SLES 15)
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Senior Linux engineers, enterprise technical leads, SLES specialists
- **Summary**: Advanced system engineering for mission-critical SLES 15 environments: advanced storage with multipath and encryption, kernel compilation and tuning, AppArmor mandatory access control, AutoYaST automated unattended deployment, and system performance analysis.
- **Key Skills / Topics**: AutoYaST Automated Provisioning, Multipath I/O Storage, AppArmor Security Hardening, Kernel Parameter Tuning, System Health Diagnostics, Disaster Recovery
- **Prerequisites**: SUSE Linux Enterprise Server 15 Administration (SLE201v15) or SCA SLES 15 certification
- **Official Vendor Syllabus Link**: https://training.suse.com/courses/sle301v15/
- **Course Portal**: https://www.steven.com.my/training

### [RAN201v2.7] SUSE Rancher 2.x Administration & Multi-Cluster Kubernetes (SUSE)
- **Vendor**: SUSE
- **Category**: SUSE Cloud & Rancher
- **Code**: RAN201v2.7
- **Alternate Codes**: RAN201
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Kubernetes platform engineers, cloud architects, DevOps leads
- **Summary**: Centralized multi-cluster Kubernetes management using SUSE Rancher: provisioning RKE/RKE2 clusters, integrating external enterprise identity (Active Directory/Okta), enforcing multi-cluster RBAC and OPA Gatekeeper policies, and application catalog management via Helm.
- **Key Skills / Topics**: RKE & RKE2 Cluster Deployment, Multi-Cluster RBAC & Governance, Active Directory / OIDC Integration, Fleet GitOps Deployment, Monitoring with Prometheus & Grafana, Backup & Restore with Velero
- **Prerequisites**: Working knowledge of Kubernetes (CKA level recommended) and Linux basics
- **Official Vendor Syllabus Link**: https://training.suse.com/courses/ran201v2-7/
- **Course Portal**: https://www.steven.com.my/training

### [UBU-ADM] Ubuntu Server Administration & Enterprise Deployment (Enterprise Linux)
- **Vendor**: Enterprise Linux
- **Category**: Ubuntu Linux
- **Code**: UBU-ADM
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Systems administrators, DevOps engineers, cloud infrastructure teams
- **Summary**: Canonical Ubuntu Server administration in enterprise datacenters: systemd initialization, Netplan networking (bonding, VLANs, bridging), APT package management and security repositories, LVM storage, AppArmor security profiles, and automated server provisioning.
- **Key Skills / Topics**: Ubuntu Server LTS Lifecycle, Netplan Networking, systemd Unit Configuration, Storage with LVM & ZFS, AppArmor Profiles, Automated Security Updates & Livepatch
- **Prerequisites**: General computer literacy and command-line familiarity
- **Official Vendor Syllabus Link**: https://canonical.com/services/training
- **Course Portal**: https://www.steven.com.my/training

### [UBU-CLOUD] Ubuntu Cloud Infrastructure, LXD Containers & Enterprise Hardening (Enterprise Linux)
- **Vendor**: Enterprise Linux
- **Category**: Ubuntu Linux
- **Code**: UBU-CLOUD
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Infrastructure architects, cloud engineers, virtualization specialists
- **Summary**: Deploying and scaling Ubuntu in private and public clouds: LXD system container management, native KVM virtualization, cloud-init provisioning automation, Canonical Landscape system management, and CIS benchmark server hardening.
- **Key Skills / Topics**: LXD System Containers, KVM Virtualization via Libvirt, cloud-init Automation, Canonical Landscape, CIS Ubuntu Benchmark Hardening, OpenSSH at Scale
- **Prerequisites**: Ubuntu Server Administration (UBU-ADM) or equivalent Linux operational experience
- **Official Vendor Syllabus Link**: https://canonical.com/services/training
- **Course Portal**: https://www.steven.com.my/training

### [EL-MIGRATE] Enterprise Workload Migration: CentOS to Rocky Linux & AlmaLinux 9 (Enterprise Linux)
- **Vendor**: Enterprise Linux
- **Category**: Rocky & AlmaLinux
- **Code**: EL-MIGRATE
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Infrastructure managers, Linux system administrators, DevOps teams operating legacy CentOS
- **Summary**: Practical enterprise blueprint for decommissioning End-of-Life CentOS 7 & 8 workloads: automated assessment, in-place migration tools (ELevate framework), repository cutovers, kernel binary compatibility verification, and rolling production workload cutover to Rocky Linux 9 and AlmaLinux 9.
- **Key Skills / Topics**: ELevate In-Place Migration, Repository & GPG Key Migration, Binary Compatibility Auditing, SELinux & Firewalld Policy Transition, Workload Validation, Rollback Planning
- **Prerequisites**: CentOS or RHEL 7/8 production administration experience
- **Curriculum Outline**: Custom Build Training (Bespoke Enterprise Syllabus)
- **Course Portal**: https://www.steven.com.my/training

### [EL9-ADMIN] Enterprise Linux Systems Administration with Rocky Linux & AlmaLinux 9 (Enterprise Linux)
- **Vendor**: Enterprise Linux
- **Category**: Rocky & AlmaLinux
- **Code**: EL9-ADMIN
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Systems engineers, cloud infrastructure operators, Linux administrators
- **Summary**: Comprehensive administration of 1:1 RHEL binary-compatible Enterprise Linux systems (Rocky Linux & AlmaLinux 9): DNF/RPM software management, systemd service control, Stratis & VDO storage, Cockpit web console management, firewalld, SELinux enforcement, and automated kickstart installation.
- **Key Skills / Topics**: DNF/RPM Package Management, Stratis & LVM Storage, SELinux Targeted Policy Enforcement, Cockpit Web Console, Systemd Services & Timers, Kickstart Automated Provisioning
- **Prerequisites**: General computer literacy and command-line familiarity
- **Curriculum Outline**: Custom Build Training (Bespoke Enterprise Syllabus)
- **Course Portal**: https://www.steven.com.my/training

### [COA] Certified OpenStack Administrator Exam Preparation (OpenStack)
- **Vendor**: OpenStack
- **Category**: OpenStack Cloud Infrastructure
- **Code**: COA
- **Exam Code**: COA
- **Format / Type**: Certification Prep (Hands-on Lab Boot Camp)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Telecom cloud engineers, enterprise private cloud administrators
- **Summary**: Hands-on OpenStack private cloud administration: Keystone identity, Nova compute, Neutron software-defined networking, Cinder block storage, and Glance images.
- **Key Skills / Topics**: Keystone Identity & Domains, Nova Compute Scheduling, Neutron Overlays & Floating IPs, Cinder Volumes & Ceph, Heat Orchestration
- **Prerequisites**: Linux system administration (RHCSA level) and network routing
- **Official Vendor Syllabus Link**: https://www.openstack.org/coa/
- **Course Portal**: https://www.steven.com.my/training

### [LFS452] Essentials of OpenStack Administration (OpenStack)
- **Vendor**: OpenStack
- **Category**: OpenStack Cloud Infrastructure
- **Code**: LFS452
- **Format / Type**: Course (4 Days)
- **Delivery Status**: Delivered by Steven — historical version
- **Target Audience**: Data center engineers implementing OpenStack architecture
- **Summary**: End-to-end multi-node OpenStack deployment, service monitoring, multi-tenant isolation, and automated infrastructure orchestration.
- **Key Skills / Topics**: OpenStack Architecture, Horizon Dashboard, CLI OpenStack Client, Tenant Networks, Troubleshooting Logs
- **Prerequisites**: Linux system administration
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/cm/prep/docs/welcome_virtual_LFS452.pdf?ver=1554707544
- **Course Portal**: https://www.steven.com.my/training

### [LFS101] Introduction to Linux (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: Linux Foundation & Scripting
- **Code**: LFS101
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: All technical roles needing foundational command-line proficiency
- **Summary**: Essential Linux skills across major distributions: file systems, package installation, process inspection, text parsing with sed/awk, and shell scripting.
- **Key Skills / Topics**: Linux Filesystem, File Permissions, Process Management, Text Filters (grep/sed/awk), Shell Scripting Basics
- **Prerequisites**: General computer literacy
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/introduction-to-linux/
- **Course Portal**: https://www.steven.com.my/training

### [SC103] Shell Scripting Using Bash (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: Linux Foundation & Scripting
- **Code**: SC103
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Sysadmins, SREs, developers automating routine operational tasks
- **Summary**: Professional Bash scripting: positional arguments, exit codes, robust error trapping, regex pattern matching, command-line flags, and system automation scripts.
- **Key Skills / Topics**: Bash Control Structures, Error Trapping (set -euo pipefail), Positional Arguments & Flags, Regex Pattern Matching, Cron Scheduling
- **Prerequisites**: Familiarity with the Linux command line
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/skillcred/
- **Course Portal**: https://www.steven.com.my/training

### [PY-ENT] Python for Enterprise Systems & Automation (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: Programming & Frameworks
- **Code**: PY-ENT
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: DevOps engineers, sysadmins, data analysts
- **Summary**: Writing clean, production-grade Python: data structures, REST API clients (requests/httpx), file I/O, regex, subprocess automation, and virtual environments.
- **Key Skills / Topics**: Python Data Structures, REST API Consumption, Subprocess System Automation, Virtual Environments & Poetry, Error Handling & Logging
- **Prerequisites**: Basic programming or scripting background
- **Official Vendor Syllabus Link**: https://docs.python.org/3/tutorial/index.html
- **Course Portal**: https://www.steven.com.my/training

### [TA-004] HashiCorp Terraform Associate (TA-004) (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: Infrastructure as Code (Terraform & OpenTofu)
- **Code**: TA-004
- **Exam Code**: TA-004
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Confirmed delivered by Steven
- **Target Audience**: Cloud engineers, DevOps leads, systems architects
- **Summary**: Infrastructure as Code across multi-cloud: HCL language syntax, remote state locking with S3/DynamoDB or Azure Blob, module composition, and drift remediation.
- **Key Skills / Topics**: HCL Syntax & Variables, Terraform State Management, Custom Reusable Modules, Resource Graph Dependencies, Terraform Cloud Workspaces
- **Prerequisites**: Cloud fundamentals (Azure, AWS, or GCP)
- **Official Vendor Syllabus Link**: https://developer.hashicorp.com/terraform/tutorials/certification-004
- **Course Portal**: https://www.steven.com.my/training

### [LFEL1009] Getting Started with OpenTofu (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: Infrastructure as Code (Terraform & OpenTofu)
- **Code**: LFEL1009
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: DevOps teams transitioning to open-source IaC alternatives
- **Summary**: Deploying and managing open-source Infrastructure as Code with OpenTofu: state encryption, migration from legacy Terraform, and registry configurations.
- **Key Skills / Topics**: OpenTofu CLI, State File Encryption, Terraform-to-OpenTofu Migration, Community Provider Registries
- **Prerequisites**: Basic IaC awareness
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/express-learning/getting-started-with-opentofu-lfel1009/
- **Course Portal**: https://www.steven.com.my/training

### [LFS147] Introduction to AI/ML Toolkits with Kubeflow (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: MLOps & ML Engineering
- **Code**: LFS147
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: MLOps engineers, data platform leads
- **Summary**: Orchestrating end-to-end machine learning on Kubernetes: Kubeflow Pipelines (KFP), Katib hyperparameter tuning, and containerized model training workflows.
- **Key Skills / Topics**: Kubeflow Pipelines (KFP), Katib Hyperparameter Tuning, Jupyter Notebook Servers on K8s, Model Registry Integration
- **Prerequisites**: Kubernetes fundamentals and Python
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/introduction-to-ai-ml-toolkits-with-kubeflow-lfs147/
- **Course Portal**: https://www.steven.com.my/training

### [LFD273] PyTorch Essentials: An Applications-First Approach (Open Source & IaC)
- **Vendor**: Open Source & IaC
- **Category**: MLOps & ML Engineering
- **Code**: LFD273
- **Format / Type**: Course (3 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Machine learning engineers, computer vision / NLP developers
- **Summary**: Deep learning fundamentals using PyTorch: tensor computations, autograd automatic differentiation, convolutional networks, and Hugging Face transformer fine-tuning.
- **Key Skills / Topics**: Tensors & CUDA Acceleration, Neural Network Modules (nn.Module), Loss Functions & Optimizers, Hugging Face Model Fine-Tuning
- **Prerequisites**: Python data science background (NumPy)
- **Official Vendor Syllabus Link**: https://training.linuxfoundation.org/training/pytorch-essentials-an-applications-first-approach-lfd273/
- **Course Portal**: https://www.steven.com.my/training

### [CLAUDE-101] Claude 101: Foundation Principles & Prompt Engineering (AI & Modern Stack)
- **Vendor**: AI & Modern Stack
- **Category**: Anthropic Claude Academy
- **Code**: CLAUDE-101
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Developers, AI leads, corporate teams adopting Claude
- **Summary**: Mastering Anthropic Claude: XML tag structuring, system prompt design, long-context window management (200k+ tokens), and hallucination reduction.
- **Key Skills / Topics**: Claude Architecture, XML Tag Prompting, System Prompts, Long-Context Reasoning, Vision Understanding
- **Prerequisites**: General technical awareness
- **Official Vendor Syllabus Link**: https://academy.claude.com/courses
- **Course Portal**: https://www.steven.com.my/training

### [CLAUDE-MCP] Introduction & Advanced Model Context Protocol (MCP) (AI & Modern Stack)
- **Vendor**: AI & Modern Stack
- **Category**: Anthropic Claude Academy
- **Code**: CLAUDE-MCP
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Software architects, tool builders, AI application engineers
- **Summary**: Building bidirectional enterprise connectors using Anthropic's Model Context Protocol (MCP): connecting LLMs securely to local filesystems, databases, Git repositories, and internal REST APIs.
- **Key Skills / Topics**: Model Context Protocol (MCP), MCP Server Architecture, Tool Exposing, Security Authorization, Claude Desktop Integration
- **Prerequisites**: TypeScript or Python programming
- **Official Vendor Syllabus Link**: https://academy.claude.com/courses
- **Course Portal**: https://www.steven.com.my/training

### [CLAUDE-API] Building Enterprise Applications with the Claude API (AI & Modern Stack)
- **Vendor**: AI & Modern Stack
- **Category**: Anthropic Claude Academy
- **Code**: CLAUDE-API
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Full-stack engineers, backend AI developers
- **Summary**: Integrating Claude 3.5 Sonnet and Haiku via API: streaming completions, tool use (function calling), token budgeting, Amazon Bedrock, and Google Cloud Vertex AI deployment.
- **Key Skills / Topics**: Claude REST API & SDKs, Streaming Responses, Tool Use / Function Calling, Amazon Bedrock Integration, Google Cloud Vertex AI
- **Prerequisites**: Python or JavaScript/TypeScript proficiency
- **Official Vendor Syllabus Link**: https://academy.claude.com/courses
- **Course Portal**: https://www.steven.com.my/training

### [OAI-WORK] Apply AI at Work — OpenAI Academy (AI & Modern Stack)
- **Vendor**: AI & Modern Stack
- **Category**: OpenAI Academy
- **Code**: OAI-WORK
- **Format / Type**: Course (1 Day)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Business managers, operations staff, non-technical teams
- **Summary**: Practical organizational productivity with ChatGPT Enterprise: writing assistants, data analysis (Advanced Data Analysis / Code Interpreter), and custom GPTs for teams.
- **Key Skills / Topics**: ChatGPT Enterprise Workflows, Custom GPT Configuration, Code Interpreter Data Analysis, Prompt Crafting
- **Prerequisites**: None
- **Official Vendor Syllabus Link**: https://academy.openai.com/pages/courses
- **Course Portal**: https://www.steven.com.my/training

### [OAI-DEV] Build with AI — OpenAI Developer Platform (AI & Modern Stack)
- **Vendor**: AI & Modern Stack
- **Category**: OpenAI Academy
- **Code**: OAI-DEV
- **Format / Type**: Course (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Developers, technical leads building on OpenAI API
- **Summary**: Developing production applications with OpenAI models: Structured Outputs, Assistants API with code interpreter and file search, Whisper speech-to-text, and embeddings.
- **Key Skills / Topics**: Assistants API, Structured Outputs, Vector Embeddings, Whisper Speech, Fine-Tuning API
- **Prerequisites**: Python or Node.js programming
- **Official Vendor Syllabus Link**: https://academy.openai.com/pages/courses
- **Course Portal**: https://www.steven.com.my/training

### [GCP-GEMINI] Gemini for Google Cloud Learning Path (AI & Modern Stack)
- **Vendor**: AI & Modern Stack
- **Category**: Google Gemini & Cloud
- **Code**: GCP-GEMINI
- **Format / Type**: Learning Path (2 Days)
- **Delivery Status**: Offered by Steven — enterprise enablement
- **Target Audience**: Cloud architects, GCP developers, DevOps leads
- **Summary**: Accelerating enterprise cloud engineering with Google Gemini: Gemini Code Assist, infrastructure optimization, log analysis, and Google Cloud Vertex AI development.
- **Key Skills / Topics**: Gemini Code Assist, Vertex AI Studio, Gemini 2.0 Flash Optimization, Cloud Run Deployments, Multimodal Analysis
- **Prerequisites**: Google Cloud or general cloud infrastructure fundamentals
- **Official Vendor Syllabus Link**: https://www.cloudskillsboost.google/paths/236
- **Course Portal**: https://www.steven.com.my/training

## Consulting, Architecture & Lab Automation Capabilities

### Red Hat Enterprise Linux (Linux / Unix)
Enterprise RHEL administration, security hardening, SELinux policies, kernel performance tuning, and mission-critical production rollouts.
- **Core Technologies**: RHEL, SELinux, SystemD, General Linux, Kernel Tuning, Bash
- **Proven Track Record**:
  - Red Hat Certified Architect (RHCA)
  - Red Hat Certified Instructor (RHCI)
  - Enterprise deployments in Asia & ME
- **Reference Anchor**: https://www.steven.com.my/about#red-hat-linux

### Red Hat OpenShift (Containers & K8s)
Enterprise Kubernetes orchestration, OpenShift 4 cluster design, operator lifecycle, multi-tenant networking, and container security.
- **Core Technologies**: OpenShift, Kubernetes, Podman, Docker, Helm, GitOps
- **Proven Track Record**:
  - Enterprise OpenShift Training & Architecture
  - Production Cluster Management
- **Reference Anchor**: https://www.steven.com.my/about#red-hat-openshift

### AI Solutions & MLOps (Applied AI & LLMs)
Production AI engineering spanning custom Large Language Models (LLMs), automated MLOps pipelines, vector retrieval (RAG), and agentic workflows.
- **Core Technologies**: Python, Azure OpenAI, LangChain, TensorFlow, PyTorch, Vector DBs, MLOps Pipelines, n8n Agents
- **Proven Track Record**:
  - Co-Founder Cognitoz AI
  - Founder MISS2ASIA AI Engine
  - Co-Founder Ixvena Health App
  - Delivers enterprise AI/ML training
- **Reference Anchor**: https://www.steven.com.my/about#ai-mlops

### Microsoft Azure Cloud (Cloud Architecture)
Enterprise cloud architecture, hybrid identity with Entra ID, virtual networking, Azure VMs, cloud migration, and governance frameworks.
- **Core Technologies**: Azure Cloud, Entra ID, Hybrid Cloud, Azure vNET, Azure Bicep, Cloud Migration
- **Proven Track Record**:
  - Microsoft Certified Trainer (MCT)
  - Delivered cloud training for Qatar National Petroleum
  - MRT Rail Project infrastructure
- **Reference Anchor**: https://www.steven.com.my/about#azure-cloud

### Microsoft Windows Server (Enterprise Systems)
Full-stack Windows infrastructure, Active Directory Domain Services, Group Policy, System Center, Hyper-V, and Exchange Server deployments.
- **Core Technologies**: Windows Server, Active Directory, Hyper-V, Exchange, Group Policy, System Center
- **Proven Track Record**:
  - Microsoft Certified Trainer (MCT)
  - MCSE / MCSA / MCSD certified
  - Enterprise office & server automation
- **Reference Anchor**: https://www.steven.com.my/about#windows-server

### VMware Virtualization (Virtualization & SDDC)
Authorized VMware instructor delivering vSphere, vCenter, ESXi, NSX-T software-defined networking, and vSAN software-defined storage.
- **Core Technologies**: vSphere, vCenter, NSX-T, vSAN, ESXi, Cloud Foundation
- **Proven Track Record**:
  - VMware Certified Instructor (VCI)
  - VMware Certified DCV 2022 & 2023
  - MRT Rail Project Malaysia
  - Delivered VMware training for Dal Group Africa/ME
- **Reference Anchor**: https://www.steven.com.my/about#vmware-virtualization

### M365 & Power Platform (Productivity & Low-Code)
Enterprise collaboration, security, and low-code workflow automation with Power Apps, Power Automate, Power BI, SharePoint, and Teams.
- **Core Technologies**: Microsoft 365, Power Apps, Power Automate, Power BI, SharePoint, Teams
- **Proven Track Record**:
  - Deployed custom automated business portals and tenant administration across enterprises
- **Reference Anchor**: https://www.steven.com.my/about#m365-power-platform

### Ansible Automation (Automation & IaC)
Infrastructure automation with Ansible Automation Platform (AAP), reusable role engineering, playbook orchestration, and configuration management.
- **Core Technologies**: Ansible AAP, Playbooks, YAML, Terraform, AAP Controller, CI/CD
- **Proven Track Record**:
  - Large-scale server fleet provisioning
  - Cross-platform IT workflow automation
- **Reference Anchor**: https://www.steven.com.my/about#ansible-automation

## Enterprise Project Delivery Experiences

### Ixvena Health App
- **Client / Organization**: Ixvena
- **Location**: Malaysia / Global
- **Category**: AI & Cloud Applications
- **Initiative Description**: ixvena Health app is backed by A.I that was build and customized to cater Health related and Weight management, the Project involves of implementing and maintaining the backend services for the Web App and Mobile App, UI/UX Design, entire Microservice Architecture of the App.
- **Key Technical Highlights**:
  - Custom AI engine for personalized health guidance and weight management
  - Microservice architecture powering synchronous web and mobile clients
  - Implementation and continuous maintenance of core backend services
- **Stack**: Artificial Intelligence, Microservices Architecture, Web Application, Mobile Backend, UI/UX Design

### MISS2ASIA A.I Engine
- **Client / Organization**: MISS2ASIA
- **Location**: Regional / Global
- **Category**: AI & Cloud Applications
- **Initiative Description**: MISS2ASIA is an AI-driven platform designed to generate high-engagement social media content—including captions, hashtags, images, and videos—for Facebook, Instagram, LinkedIn, TikTok, X, and YouTube. This project encompassed the end-to-end design and implementation of a multi-tenant web application.
- **Key Technical Highlights**:
  - End-to-end multi-tenant web architecture for high-volume content generation
  - Cross-platform content generation across Facebook, Instagram, LinkedIn, TikTok, X, and YouTube
  - Integrated pipeline synthesizing captions, optimal hashtags, imagery, and short-form videos
- **Stack**: Generative AI, Multi-Tenant Architecture, Social Media APIs, Automated Media Synthesis, Cloud Infrastructure

### Cognitoz BetaLab
- **Client / Organization**: Cognitoz
- **Location**: Malaysia
- **Category**: Cloud-Native Platforms
- **Initiative Description**: BetaLab is Cognitoz's hands-on training platform that gives every student an isolated, ready-to-use lab environment in seconds. The project covers the end-to-end design and build of the student portal, admin control plane and backend, with live labs running on Kubernetes and lab infrastructure provisioned through automation.
- **Key Technical Highlights**:
  - Students join a class through a single link and get a ready lab environment in seconds
  - Isolated lab environments for each class, provisioned and torn down through automation
  - Real-time admin control plane with secure access, audit logs and automated deployments
- **Stack**: Kubernetes, Automation, TypeScript, React, PostgreSQL, Redis, CI/CD Pipelines, Docker

### Sudatel
- **Client / Organization**: Sudatel Telecom Group
- **Location**: Sudan
- **Category**: Telecom & Cloud Infrastructure
- **Initiative Description**: Planning, Setting Up infrasturcture, Virtual Machines, Load Balancer and DNS for Implementation of OpenShift for usage of TIBCO Business Works Software.
- **Key Technical Highlights**:
  - Architected enterprise Red Hat OpenShift cluster running directly atop VMware vSphere
  - Configured virtual infrastructure, enterprise load balancers, and split DNS topology
  - Engineered reliable runtime environment specifically to host mission-critical TIBCO BusinessWorks middleware
- **Stack**: Red Hat OpenShift, VMware vSphere, TIBCO BusinessWorks, Load Balancers, Enterprise DNS, Virtual Machines

### Cognitoz AI
- **Client / Organization**: Cognitoz AI
- **Location**: Malaysia
- **Category**: AI & Cloud Applications
- **Initiative Description**: Cognitoz AI is backed by Azure Kubernetes Service and Azure DevOps, the Project involves of implementing and maintaining the backend services for the Web App.
- **Key Technical Highlights**:
  - Engineered scalable Generative AI backend services integrating OpenAI language models
  - Deployed microservices cluster on Azure Kubernetes Service (AKS)
  - Established automated continuous integration and release pipelines via Azure DevOps
- **Stack**: OpenAI API, Azure Kubernetes Service (AKS), Azure DevOps, Microservices, Container Orchestration, CI/CD Pipelines

### ParrotPos Mobile App
- **Client / Organization**: ParrotPos
- **Location**: Malaysia
- **Category**: Mobile Backend & FinTech
- **Initiative Description**: ParrotPos e-Wallet Mobile app is backed by Azure Kubernetes Service and Azure DevOps, the Project involves of implementing and maintaining the backend services for the Mobile App.
- **Key Technical Highlights**:
  - Architected backend microservice infrastructure supporting high-concurrency mobile wallet transactions
  - Containerized microservices running on Azure Kubernetes Service
  - Managed continuous maintenance, reliability engineering, and deployment automation with Azure DevOps
- **Stack**: Azure Kubernetes Service (AKS), Azure DevOps, Mobile Backend APIs, Microservices, FinTech Security

### MRT Rail Project 1 (CMMS)
- **Client / Organization**: Mass Rapid Transit (MRT Corp) / Prasarana
- **Location**: Malaysia
- **Category**: Transit Infrastructure & Mission-Critical
- **Initiative Description**: The project involves Implementing Web Server, Database, and User Interface Modification. The technology involved, Oracle Database, Microsoft Database, Oracle Linux, Red Hat Linux, MariaDB, Windows 2012.
- **Key Technical Highlights**:
  - Implemented high-reliability web and database servers powering Computerized Maintenance Management (CMMS)
  - Delivered multi-tier data persistence across Oracle Database, MSSQL, and MariaDB
  - Customized user interfaces and integrated heterogeneous systems across Oracle Linux, RHEL, and Windows Server 2012
- **Stack**: Oracle Database, Microsoft SQL Server, Oracle Linux, Red Hat Enterprise Linux, MariaDB, Windows Server 2012

### MRT Rail Project 1 (TMS)
- **Client / Organization**: Mass Rapid Transit (MRT Corp) / Prasarana
- **Location**: Malaysia
- **Category**: Transit Infrastructure & Mission-Critical
- **Initiative Description**: The project involves Designing and Creating a TMS system for the train (MRT) logs to be sent to a Database in MRT Depot. Project developed fully in Linux and Linux-based systems.
- **Key Technical Highlights**:
  - Designed and developed end-to-end telemetry system capturing and forwarding active train logs directly to the depot database
  - Built entirely upon Linux-based architectures for maximum determinism and uptime
  - Enabled proactive train diagnostics and fleet telemetry for Klang Valley mass transit lines
- **Stack**: Linux Systems, Train Management Systems (TMS), Depot Database Transmission, Telemetry & Event Logging, Network Communications

### New Straits Times
- **Client / Organization**: New Straits Times Press (NSTP)
- **Location**: Balai Berita 1, Kuala Lumpur, Malaysia
- **Category**: Enterprise Database & Migration
- **Initiative Description**: A full migration of News Database system and Windows 2000 to Windows 2008, involved as Project advisor, creating Infrastructure Architect for new systems for production in Balai Berita 1, Kuala Lumpur
- **Key Technical Highlights**:
  - Served as Project Advisor and Infrastructure Architect for production publication systems at Balai Berita 1
  - Executed full migration of core news databases and operating environment from legacy Windows 2000 to Windows Server 2008
  - Maintained zero disruption to round-the-clock national newspaper editorial and publication cycles
- **Stack**: Microsoft SQL Server, Windows Server 2000, Windows Server 2008, Infrastructure Architecture, High Availability Clustering

### Volvo I.T
- **Client / Organization**: Volvo I.T Global Support Center
- **Location**: Shah Alam, Malaysia
- **Category**: Systems Management & Enterprise IT
- **Initiative Description**: The project involves implementation, testing, and training on Microsoft SMS ( now known as SCCM ) for Volvo I.T Global Support Center in Shah Alam, Malaysia
- **Key Technical Highlights**:
  - Implemented and tested Microsoft Systems Management Server (SMS/SCCM) across enterprise endpoints
  - Configured package distribution, hardware inventory, and patch compliance systems for global operations
  - Delivered administrator training to Volvo IT Global Support Center engineers in Shah Alam
- **Stack**: Microsoft SMS / SCCM, Windows Server, Global IT Support, Endpoint Management, Software Distribution

### Faisal Islamic Bank (FIB)
- **Client / Organization**: Faisal Islamic Bank
- **Location**: Middle East
- **Category**: Virtualization & Banking Core
- **Initiative Description**: Full migration of Physical servers ranged from Windows and Red Hat Systems running Database and LOB Applications to VMware Virtual Infrastructure
- **Key Technical Highlights**:
  - Migrated physical production servers hosting database and banking line-of-business (LOB) applications onto VMware
  - Consolidated mixed Windows Server and Red Hat Linux infrastructure into a unified virtualized environment
  - Enhanced banking disaster recovery readiness and compute resource utilization
- **Stack**: VMware vSphere, Red Hat Enterprise Linux, Windows Server, Core Banking Databases, P2V Migration, High Availability

### Dal Group
- **Client / Organization**: Dal Group
- **Location**: Africa / Middle East
- **Category**: Virtualization & Datacenter Architecture
- **Initiative Description**: Full migration of Physical servers ranged from Windows and Red Hat Systems running Database and LOB Applications to VMware Virtual Infrastructure. Full restructure of Production Systems and Network to meet Virtualization Datacenter.
- **Key Technical Highlights**:
  - Complete physical-to-virtual (P2V) migration of database and corporate line-of-business application servers
  - End-to-end restructuring of enterprise production networks and server topologies to build a modern virtual datacenter
  - Standardized multi-subsidiary infrastructure on resilient Red Hat and VMware foundations
- **Stack**: VMware vSphere, Red Hat Enterprise Linux, Windows Server, Datacenter Network Re-architecture, P2V Migration, SAN / Enterprise Storage

### Qatar National Petroleum
- **Client / Organization**: Qatar National Petroleum
- **Location**: Qatar
- **Category**: Energy & Enterprise Linux
- **Initiative Description**: Implementation of Red Hat Enterprise Linux as LOB application platform and training delivered for the IT team for administrations.
- **Key Technical Highlights**:
  - Deployed Red Hat Enterprise Linux as the primary operating system platform for critical oil & gas line-of-business applications
  - Implemented security profiles and enterprise system hardening suitable for national energy infrastructure
  - Conducted specialized hands-on administration training for the internal IT engineering operations team
- **Stack**: Red Hat Enterprise Linux, Mission-Critical LOB Platforms, Linux Security Hardening, Technical Administration Enablement, High Availability

### EBS
- **Client / Organization**: Electronic Banking Services
- **Location**: Sudan
- **Category**: Central Banking & Financial Systems
- **Initiative Description**: Implementation and Upgrading existing infrastructure to Red Hat Enterprise Linux to run Production Database and LOB.
- **Key Technical Highlights**:
  - Upgraded and implemented production infrastructure to Red Hat Enterprise Linux for the national banking switch
  - Hardened operating platforms hosting central bank production databases and transactional systems
  - Ensured high availability and system resilience for financial settlement services
- **Stack**: Red Hat Enterprise Linux, Production Financial Databases, Electronic Banking Switch, Infrastructure Upgrades, High Availability

### ICA CTF
- **Client / Organization**: Indonesia Cyber Army (ICA)
- **Location**: Indonesia
- **Category**: Cybersecurity & Technical Events
- **Initiative Description**: Implemented the full ICA Competition Systems. Organised and ran the event with over 200 participants from all over Indonesia
- **Key Technical Highlights**:
  - Engineered and deployed complete Capture The Flag (CTF) competition platforms and real-time scoring systems
  - Configured isolated sandbox environments and attack/defense challenge infrastructure
  - Successfully coordinated and executed live national cybersecurity event with 200+ participants across Indonesia
- **Stack**: CTF Challenge Infrastructure, Competition Scoring Engine, Network Sandboxing, Event Operations, Linux Security Labs

## Training Delivery Portfolio by Technology Domain

### AI & Machine Learning
- **Description**: Covers the end-to-end machine learning lifecycle — from data science foundations, Azure AI Fundamentals, and generative AI to building and training models with TensorFlow and PyTorch, composing LLM-powered applications with LangChain, and operationalizing them on Red Hat OpenShift AI with automated MLOps pipelines for training, serving, and monitoring models in production.
- **Key Technologies**: Azure AI Fundamentals, Generative AI, Data Science, Machine Learning, Red Hat OpenShift AI, LangChain, TensorFlow, PyTorch, MLOps Pipelines
- **Topics Covered**: Data science for machine learning, Microsoft Azure AI Fundamentals, Generative AI, Red Hat OpenShift AI (model development, serving & monitoring), LangChain (LLM application & RAG development), TensorFlow (deep learning model training), PyTorch (deep learning research & production), MLOps Pipelines (automated training, deployment & monitoring)

### Cloud & Containers
- **Description**: Covers administration and implementation across Azure and Microsoft 365, plus containerization with Docker, the containerd and CRI-O container runtimes, and orchestration with Kubernetes, lightweight K3s, AKS, and Red Hat OpenShift.
- **Key Technologies**: Azure Administration, Microsoft 365, Docker, containerd, CRI-O, K3s, Azure Kubernetes Service (AKS), Red Hat OpenShift v3/v4, Kubernetes (CKA/CKAD)
- **Topics Covered**: Microsoft Azure Administration and Implementation, Microsoft 365 Administration and Implementation, Docker (containerization & image management), containerd (industry-standard container runtime), CRI-O (Kubernetes container runtime behind OpenShift), K3s (lightweight Kubernetes for edge & small clusters), Azure Kubernetes Service [ AKS ], Red Hat OpenShift v3, v4, Kubernetes [ CKA/CKAD ]

### Microsoft Platforms & Power Platform
- **Description**: Enterprise delivery spanning Microsoft Azure, Microsoft 365, Power Platform delivery (Power BI, Power Automate, Power Pages), PowerShell automation, and Azure DevOps.
- **Key Technologies**: Microsoft Azure, Microsoft 365, Power Platform, Power BI, Power Automate, Power Pages, Microsoft PowerShell, Azure DevOps
- **Topics Covered**: Microsoft Azure, Microsoft 365, Power Platform Delivery, Power Platform, Power BI, Power Automate, Power Pages, Microsoft PowerShell, Azure DevOps

### Linux & OpenShift
- **Description**: Linux administration and automation topics, including Red Hat Enterprise Linux, OpenShift, Ansible, Satellite, and Jenkins DevOps pipelines.
- **Key Technologies**: Red Hat Enterprise Linux, Red Hat OpenShift, Red Hat Ansible, Red Hat Satellite, Jenkins DevOps, Linux System Administration
- **Topics Covered**: Red Hat Enterprise Linux, Red Hat OpenShift, Red Hat Ansible, Red Hat Satellite, Jenkins DevOps, Linux System Administration

### Agentic AI
- **Description**: Uses agentic AI coding tools daily — Claude Code, Google Antigravity, OpenAI Codex, Microsoft Copilot, and Nous Research's Hermes Agent — to plan, build, refactor, test, and review production code, automate infrastructure and DevOps tasks, and run multi-step agent workflows with a human in the loop. Shares practical patterns for teams adopting agentic development safely and productively.
- **Key Technologies**: Claude Code, Google Antigravity, OpenAI Codex, Microsoft Copilot, Hermes Agent
- **Topics Covered**: Claude Code (agentic coding in the terminal & IDE), Google Antigravity (agent-first development platform), OpenAI Codex (cloud & CLI coding agent), Microsoft Copilot (AI assistant across Microsoft 365 & development tools), Hermes Agent (open-source autonomous agent by Nous Research)

### Cloud Native
- **Description**: Delivered hands-on training across the cloud-native ecosystem — GitOps and continuous delivery, Kubernetes packaging, CI/CD pipelines, service mesh, API gateways and edge proxies, identity and access management, container registries, source control platforms, and centralized logging and observability.
- **Key Technologies**: Argo, Helm, Tekton, Istio, Linkerd, Emissary-Ingress, Envoy, Keycloak, Quay, GitLab, GitHub, Elastic, Fluentd
- **Topics Covered**: Argo (GitOps & continuous delivery), Helm (Kubernetes package management), Tekton (cloud-native CI/CD pipelines), Istio (service mesh), Linkerd (service mesh), Emissary-Ingress (Kubernetes API gateway), Envoy (edge & service proxy), Keycloak (identity & access management), Quay (container image registry), GitLab (DevOps platform & CI/CD), GitHub (source control & collaboration), Elastic (search, logging & observability), Fluentd (unified log collection)

### Virtualization
- **Description**: Virtualization topics include VMware vSphere, Oracle VM/LDOM, Linux KVM/OpenStack, and Red Hat Enterprise Virtualization.
- **Key Technologies**: VMware vSphere ICM 7.x/8.x, Oracle VM / LDOM, Linux KVM / OpenStack, OpenStack, Red Hat Virtualization (RHEV)
- **Topics Covered**: VMware vSphere – ICM 7.x / 8.x, Oracle/Sun Microsystem LDOM, Oracle VM, Linux KVM / OpenStack, OpenStack, Red Hat Enterprise Virtualization (RHEV)

### Database Administration
- **Description**: Hands-on administration experience across relational, NoSQL, in-memory, and cloud-managed databases — MySQL, MariaDB, PostgreSQL, Microsoft SQL Server (Windows & Linux), Azure SQL, MongoDB, and Redis — applied in both training delivery and project work, covering installation, configuration, security, backup and recovery, replication and high availability, and performance tuning.
- **Key Technologies**: MySQL 5.7 / 8.x, MariaDB, PostgreSQL, Microsoft SQL Server, SQL Server for Linux, Azure SQL, MongoDB, Redis, Database Administration
- **Topics Covered**: MySQL 5.7 / 8.x Administration, MariaDB (administration, replication & Galera clustering), PostgreSQL (administration, backup & streaming replication), Microsoft SQL Server (administration, security & high availability), Microsoft SQL Server for Linux Administration, Azure SQL (Azure SQL Database & Managed Instance), MongoDB (document database, replica sets & sharding), Redis (in-memory data store, caching & persistence)

### Unix Systems
- **Description**: Unix and enterprise-systems delivery covering Solaris, shell scripting, HP-UX, IBM AIX, LPAR, ZFS, and Logical Domains.
- **Key Technologies**: Unix Essentials, Solaris OE 9/10/11, Oracle LDOM, Solaris ZFS, BASH/KORN Scripting, HP-UX, IBM AIX 5/6 & LPAR
- **Topics Covered**: Unix Essentials, Oracle/Sun Solaris OE 9 / 10 / 11 (SPARC & x86), Oracle Logical Domain (LDOM), Solaris ZFS, UNIX Shell Scripting ( BASH / KORN Shell ), HP-UX, IBM AIX 5/6, IBM LPAR

## Career Timeline & Milestones

- **2026 — Co-Founder** at ixvena (2026 – Present): Co-founded ixvena — a personal health operating system that turns nutrition discipline into an automated, trackable routine, combining adaptive AI nutrition planning, mobile telemetry, and a connected hardware ecosystem (ixWatch & ixSmartScale).
  - Highlights: Architected the ixvena Health Operating System, an adaptive closed-loop platform that translates metabolic data into personalized nutrition and habit routines.; Engineered automated telemetry synchronization for connected hardware (ixSmartScale & ixWatch) and cross-platform apps across iOS, Android, and Web.; Built predictive nutrition logic and real-time dashboard analytics that dynamically adapt caloric and macronutrient targets based on user biometric feedback.; Official Platform: https://www.ixvena.com/ — Turn your ideal body into a system with connected health hardware and AI tracking.
- **2025 — Founder** at MISS2ASIA (2025 – Present): Founded MISS2ASIA (MarkOps Intelligence Strategy System 2) — an AI social media content generation and automated scheduling platform engineered for small businesses and busy founders across Southeast Asia and globally.
  - Highlights: Architected the MarkOps Intelligence Strategy System with proprietary Memory Map Learning (MML) and Brand Intelligence (BI) engines that continuously adapt to brand voice.; Engineered one-click monthly content calendar generation for captions, hashtags, and branded visuals with an approval-based publishing workflow.; Built multi-platform publishing pipelines across 9 major networks (Facebook, Instagram, LinkedIn, TikTok, YouTube, Bluesky, Threads, Pinterest, Google Business).; Official Platform: https://www.miss2asia.com/ — AI-powered social media automation, content calendar, and scheduling platform.
- **2024 — Co-Founder** at Cognitoz AI (2024 – Present): Co-founded and engineered Cognitoz AI — a proprietary Generative AI application built on Node.js and Laravel, featuring advanced Retrieval-Augmented Generation (RAG) pipelines and enterprise agentic capabilities.
  - Highlights: Architected and developed the Cognitoz AI GenAI platform leveraging Node.js and Laravel.; Engineered robust Retrieval-Augmented Generation (RAG) pipelines with vector database indexing for enterprise document intelligence.; Built custom LLM agent integrations, automated n8n workflows, and secure multi-tenant API services.; Official Portal: https://cognitoz.ai/ — Enterprise Generative AI development, RAG systems, and intelligent workflows.
- **2023 — Co-Founder** at Cognitoz I.T Services (2023 – Present): Co-founded Cognitoz I.T Services to deliver comprehensive software services — encompassing custom application development, AI solution engineering, system automation, and modern enterprise software architectures.
  - Highlights: Co-founded Cognitoz I.T Services to deliver bespoke software development and applied AI solutions.; Spearheaded custom enterprise software engineering, intelligent process automation, and full-stack digital architectures.; Engineered tailored AI integrations, API services, and managed cloud application environments for regional clients.; Official Portal: https://www.cognitoz-it.com/ — Bespoke software development, AI solutions, and managed cloud infrastructure.
- **2022 — Founder / Principal Trainer** at Cognitoz I.T Training (formerly TrainGate) (2022 – Present): Rebranded and scaled TrainGate (originally founded in 2009) into Cognitoz I.T Training, with a renewed focus on creating custom, outcome-driven corporate technical training tailored precisely around specific enterprise business needs and production workflows.
  - Highlights: Rebranded and evolved TrainGate into Cognitoz I.T Training to expand custom enterprise technical training delivery across Malaysia and the region.; Pioneered bespoke, business-tailored technical curricula and hands-on lab architectures mapped directly to enterprise operational stacks.; Delivered certified corporate enablement for hundreds of IT engineers and systems administrators from leading GLCs and telcos under HRD Corp (HRDF).; Official Portal: https://cognitoz.com/ — Corporate IT training and vendor certification provider (Cognitoz I.T Training Sdn. Bhd.).
- **2018 — Contract Senior Instructor** at Red Hat (2018 – Present): Contracted as an official Senior Instructor for Red Hat, delivering enterprise certification training, container architectures, and automation masterclasses across telecom, banking, and government clients in Southeast Asia and the Middle East.
  - Highlights: Contracted by Red Hat as an accredited Certified Instructor (RHCI) and Certified Architect (RHCA).; Specialized in RHCSA, RHCE, OpenShift Container Platform (DO280/DO380), and Ansible Automation Platform (RH294/DO447).; Conducted enterprise Linux hardening, container orchestration workshops, and official examination delivery.; Official Organization: https://www.redhat.com/ — World's leading provider of enterprise open source solutions and certified training.
- **2012 — Contract Instructor** at Iverson Associates (2012 – 2018): Senior contract instructor delivering official Red Hat and Microsoft certified technical training for enterprise clients across Malaysia.
  - Highlights: Delivered official Red Hat Enterprise Linux (RHEL) and enterprise open source certification curricula.; Conducted official Microsoft Certified Trainer (MCT) tracks covering Windows Server, Active Directory, Exchange, and infrastructure administration.; Trained system administrators and engineering teams from enterprise corporations, banking institutions, and telecom operators.; Official Organization: https://www.iverson.com.my/ — Malaysia's pioneer corporate IT training and certification provider.
- **2009 — Founder / Principal Consultant** at TrainGate (now Cognitoz I.T Training) (2009 – 2012): Founded TrainGate, delivering specialized international IT consultancy and certified enterprise technical training across the Middle East and Africa — later rebranded and expanded as Cognitoz I.T Training in 2022.
  - Highlights: Founded and built TrainGate consultancy, delivering high-impact international training and infrastructure architecture.; Spearheaded major overseas technical deployments and corporate masterclasses across UAE, Qatar, Sudan, Ethiopia, and South Africa.; Architected multi-site enterprise infrastructure, Unix/Linux and Microsoft system integrations, and custom corporate engineering curricula.
- **2007 — Training Manager** at Guidance View (2007 – 2009): Managed technical training operations at Guidance View — a premier corporate IT training centre (eventually acquired by Iverson Associates) — delivering advanced Microsoft, Unix, and network system administration certification tracks.
  - Highlights: Oversaw curriculum engineering, lab infrastructure virtualization, and instructor quality management across corporate training programs.; Delivered Microsoft MCSA/MCSE and Sun Microsystems Solaris certification tracks for enterprise clients.; Spearheaded corporate data center virtualization training initiatives prior to Guidance View's acquisition by Iverson Associates.
- **2005 — Junior Instructor** at Guidance View (2005 – 2007): Commenced full-time career as an IT Instructor at Guidance View (corporate IT training centre, later acquired by Iverson Associates), delivering foundational Microsoft systems and Linux server administration courses.
  - Highlights: Attained foundational trainer credentials including Microsoft Certified Trainer (MCT).; Built hands-on corporate lab environments for classroom network simulations and multi-platform server deployments.; Delivered instructor-led technical training to corporate IT professionals, network technicians, and systems support staff.
- **2003 — Assessment Officer** at JKR / IKRAM (2003 – 2005): Served as Assessment Officer (Pegawai Penilai) at JKR / IKRAM, responsible for training and assessing vocational students under MLVK (National Vocational Training Council, now known as TVET).
  - Highlights: Trained and evaluated vocational students across computer systems, networking, and IT infrastructure syllabi.; Conducted official MLVK / TVET technical competency assessments and practical skill certifications.; Administered hands-on lab examinations and verified technical competency standards for national vocational candidates.
- **2002 — Computer Technician** at Pineapple Store (2002 – 2003): Computer hardware specialist, diagnostics technician, and customer systems support engineer.
  - Highlights: Diagnosed and repaired motherboards, power systems, server components, and peripherals.; Configured custom PCs, local area networks (LANs), and operating system installations.; Provided technical customer support for enterprise and consumer clients.
- **2000 — Pre-Diploma & Diploma in IT** at KUTPM (MSU) (2000): Attained Pre-Diploma and Diploma in Information Technology at Kolej Universiti Teknologi & Pengurusan Malaysia (now Management & Science University - MSU).
  - Highlights: Completed comprehensive coursework in computer architecture, systems programming, and network administration.; Built academic foundation in algorithms, relational database design, and software engineering fundamentals.

## How to Engage / Book Training

For training inquiries, corporate syllabus customization, or enterprise consulting:
- **Contact Page**: https://www.steven.com.my/contact
- **Direct Email**: stv707@gmail.com
- **WhatsApp**: +60126049973
- **Corporate Portal**: https://cognitoz.com
- **Kuala Lumpur Office**: Cognitoz IT Training Sdn. Bhd., Kuala Lumpur, Malaysia.