PART 8: AI / ML SERVICES
8.1 Azure OpenAI Service
Enterprise AI models (GPT, DALLĀ·E, Whisper) with security and compliance.
- Models & deployments
- Private endpoints
- Content filtering
- Fine-tuning
- Assistants API
8.2 Azure AI Services
Pre-built AI APIs (Vision, Speech, Language).
- Computer Vision, OCR
- Speech-to-text / Text-to-speech
- Language processing
- Translator
8.3 Azure Machine Learning
End-to-end ML lifecycle platform.
- Experiments & models
- Compute clusters
- Pipelines
- Endpoints
8.4 Azure AI Search
Full-text + vector + semantic search.
- Indexes
- Skillsets
- Vector search
PART 9: ANALYTICS SERVICES
9.1 Azure Stream Analytics
Real-time stream processing with SQL-like queries.
9.2 Azure Data Factory
Cloud ETL and orchestration.
- Pipelines
- Activities
- Integration Runtime
9.3 HDInsight
Managed Hadoop ecosystem.
9.4 Azure Analysis Services
Enterprise semantic modeling for BI.
9.5 Microsoft Purview
Data governance and catalog.
PART 10: MANAGEMENT & GOVERNANCE
10.1 Azure Resource Manager (ARM)
Core management layer for all Azure resources.
- Resource Groups
- Subscriptions
- Management Groups
- Bicep / ARM templates
10.2 Azure Monitor
Observability platform (metrics, logs, alerts).
- Application Insights
- Log Analytics
- Alerts & dashboards
10.3 Azure Advisor
Recommendations for cost, performance, security.
10.4 Azure Cost Management
Track and optimize cloud spending.
- Budgets
- Cost analysis
- Reservations
10.5 Azure Arc
Manage hybrid and multi-cloud resources.
10.6 Azure Migrate
Assess and migrate on-prem workloads.
10.7 Azure Lighthouse
Multi-tenant resource management.