Azure Artificial Intelligence Basics

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Related Topics

• Mathematics for AI
• Python Basics
• GitHub Copilot

Table of Contents

• Foundations
  • Getting Started
• Azure AI Services
  • Azure Cognitive Services Overview
  • Azure OpenAI Service
  • Azure AI Studio
  • Azure Machine Learning (AML)
• Vision
  • Azure Computer Vision
  • Azure Custom Vision
  • Azure Face API
  • Azure Document Intelligence
• Language & Speech
  • Azure Language Service
  • Azure Translator
  • Azure Speech Service
  • Azure Bot Service & Conversational AI
• Search & Knowledge
  • Azure AI Search (Cognitive Search)
  • Azure Knowledge Mining
  • Azure OpenAI Embeddings & Vector Search
• Machine Learning
  • Automated ML (AutoML)
  • Azure ML Designer
  • Azure ML Pipelines
  • Model Training and Hyperparameter Tuning
  • Model Deployment and Endpoints
  • MLOps on Azure
• Generative AI
  • Prompt Engineering on Azure OpenAI
  • Retrieval-Augmented Generation (RAG)
  • Fine-Tuning Azure OpenAI Models
  • Azure AI Agents & Function Calling
• Data & Infrastructure
  • Azure Data Factory for AI Pipelines
  • Azure Databricks and Spark ML
  • Azure Synapse Analytics for AI
  • Azure AI Infrastructure (GPU Clusters, NDv4)
• Responsible AI
  • Azure Responsible AI Principles
  • Fairness, Interpretability and Explainability
  • Azure Content Safety
  • Differential Privacy and Confidential AI
• Security & Governance
  • Azure AI Security Best Practices
  • Managed Identity and RBAC for AI Services
  • Azure Policy and AI Compliance
• Monitoring & Cost
  • Monitoring AI Models with Azure Monitor
  • Azure Cost Management for AI Workloads

# 1. GETTING STARTED