AI on Cloud
AI on Cloud on AI-ML Companion: Build and deploy GenAI/Agentic systems on AWS, GCP, and Azure. 19 interactive modules with live visualizations, quizzes, and hands-on Python coding.
Start free: Why Cloud for GenAI is fully open to everyone, no account required. The other 18 modules are part of AI-ML Companion Premium; every title and summary is listed below so you can see exactly what the track covers before deciding.
Modules in this track
- Why Cloud for GenAI (free) - When cloud helps, when it hurts, and what you actually save
- IAM, Cost & Security Basics (premium) - Identity, regions, data residency, and cost guardrails
- AWS vs GCP vs Azure (premium) - Side-by-side: auth, pricing, model catalog, dev experience
- AWS Bedrock Models (premium) - Model catalog, invoke patterns, streaming, Guardrails
- Bedrock AgentCore (premium) - Agent primitives, tool use, multi-agent orchestration
- Project: Multi-Agents App on AWS (premium) - 4-agent research team on Bedrock AgentCore - orchestrator + research + analyst + writer, no framework
- SageMaker Fine-Tuning (premium) - Training jobs, custom models, Bedrock custom model import
- Lambda + Step Functions Agents (premium) - Serverless agent orchestration patterns
- Bedrock Knowledge Bases RAG (premium) - Managed RAG with Bedrock KB and OpenSearch
- Vertex AI Models (premium) - Model garden, Gemini APIs, serving patterns
- Vertex Agent Builder (premium) - Agent Builder and Agent Engine (ex-Reasoning Engine)
- Cloud Run for Agents (premium) - Cloud Run + Cloud Tasks for agent workflows
- Vertex Vector Search (premium) - Managed vector search and RAG on GCP
- Azure OpenAI Service (premium) - AOAI deployments, content filters, quota
- AI Foundry Agent Service (premium) - Building agents with Microsoft Foundry
- Functions + Durable (premium) - Durable Functions for stateful agent orchestration
- Azure AI Search RAG (premium) - Vector and hybrid search RAG
- Multi-Cloud Patterns (premium) - Provider-agnostic abstractions, model routing, portability
- Vendor Lock-in & Escape Paths (premium) - What locks you in, migration strategies