Live Instructor-Led

Azure Devops With AI

Version Control & Source Code Management1h
- Git Basics
- Branching & Merging
- GitHub/GitLab Workflow
- Pull Requests & Code Reviews
Linux & Shell Scripting1h
- Linux Commands & File System
- Users, Permissions & Process Management
- Bash Scripting
- Cron Jobs & Automation
CI/CD Fundamentals1h
- CI, CD & Deployment Concepts
- Pipeline Stages
- Artifact Management
- Semantic Versioning
CI/CD Tools1h
- Jenkins
- GitHub Actions
- GitLab CI
- Azure Pipelines

Docker Fundamentals1h
- Docker Architecture
- Images, Containers & Layers
- Docker CLI
- Docker Registry
Dockerfile & Image Management1h
- Dockerfile Instructions
- Multi-stage Builds
- Image Optimization
- Docker Hub & Azure Container Registry
Storage, Networking & Docker Compose1h
- Volumes & Bind Mounts
- Docker Networks
- Docker Compose
- Multi-container Applications
Docker Security & Best Practices1h
- Non-root Containers
- Image Scanning
- Health Checks
- Resource Limits & Restart Policies

Kubernetes Fundamentals1h
- Architecture
- Pods & ReplicaSets
- Deployments
- StatefulSets & DaemonSets
Networking & Storage1h
- Services
- Ingress
- Persistent Volumes
- Storage Classes
Configuration & Package Management1h
- ConfigMaps
- Secrets
- Namespaces
- Helm Charts
Operations & Monitoring1h
- Rolling Updates
- Autoscaling
- RBAC
- Prometheus & Grafana

Azure Core Services1h
- Resource Groups
- Virtual Machines
- App Services
- Azure Kubernetes Service (AKS)
Storage & Identity1h
- Blob Storage
- Azure Files
- Microsoft Entra ID
- RBAC & Key Vault
Infrastructure as Code1h
- ARM Templates
- Bicep
- Terraform
- Ansible
Azure Deployment1h
- AKS Deployment
- Networking
- Scaling
- Security Best Practices

Azure Boards & Repositories1h
- Agile Boards
- Work Items
- Sprint Planning
- Azure Repos
Azure Pipelines1h
- YAML Pipelines
- CI Pipelines
- CD Pipelines
- Deployment Strategies
Azure Artifacts & Testing1h
- Package Management
- Test Plans
- Automated Testing
- DevSecOps
End-to-End Deployment1h
- Docker Integration
- Azure Container Registry
- AKS Deployment
- Approval Gates

Python for AI1h
- NumPy
- Pandas
- Data Visualization
- Data Processing
Machine Learning1h
- Regression
- Classification
- Clustering
- Model Evaluation
Deep Learning1h
- Neural Networks
- TensorFlow / PyTorch
- Model Training
- Optimization
Generative AI & LLMs1h
- Transformer Models
- Prompt Engineering
- Embeddings
- Retrieval-Augmented Generation (RAG)

ML Pipeline Automation1h
- Data Pipeline
- Model Training
- Experiment Tracking
- Version Control
Model Deployment1h
- Docker for ML
- Azure ML
- AKS Deployment
- REST APIs
ML CI/CD1h
- Azure Pipelines
- Automated Validation
- Deployment Automation
- Release Management
Monitoring & Optimization1h
- MLflow
- DVC
- Model Drift
- Performance Monitoring

Infrastructure Setup1h
- Azure Infrastructure
- Terraform/Bicep
- Kubernetes Cluster
- Security Configuration
Application Deployment1h
- Docker Containerization
- Helm Deployment
- Azure DevOps CI/CD
- Automated Release
AI/MLOps Integration1h
- MLflow
- Model Deployment
- Monitoring
- Logging
Production Readiness1h
- Autoscaling
- Security
- Rollback Strategy
- Final Project Presentation

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