Cloud AI Platforms¶
Practical, hands-on guides for working with cloud-based AI and ML platforms. Each guide takes you from initial setup through deploying working solutions.
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Google Vertex AI
Complete quickstart for Google's unified AI platform. Environment setup, authentication, SDK usage, and Vertex AI Studio.
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AWS Bedrock
Foundation models, guardrails, and agents on AWS.
Coming Soon
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Azure OpenAI
Enterprise-grade OpenAI models with Azure security and compliance.
Coming Soon
What You Will Learn¶
┌─────────────────────────────────────────────────────────────────────────────┐
│ CLOUD AI LEARNING PATH │
└─────────────────────────────────────────────────────────────────────────────┘
┌───────────────┐ ┌───────────────┐ ┌───────────────┐
│ SETUP │ │ EXPLORE │ │ BUILD │
│ │ │ │ │ │
│ - Environment │──────>│ - AI Studio │──────>│ - Custom │
│ - Auth │ │ - Models │ │ Prompts │
│ - SDK │ │ - APIs │ │ - Integrations│
└───────────────┘ └───────────────┘ └───────────────┘
Skills Covered¶
| Skill | Description |
|---|---|
| Environment Setup | Configure local development for cloud AI work |
| Authentication | Service accounts, API keys, and secure access |
| SDK Usage | Connect to cloud AI APIs programmatically |
| Generative Models | Text generation, chat, and multimodal AI |
| Studio Interfaces | Rapid prototyping without code |
Prerequisites¶
Before starting any guide, you should have:
Requirements
- Cloud Account: Google Cloud (for Vertex AI guides)
- Python: Basic knowledge of Python programming
- CLI: Comfort with command line operations
- Editor: VS Code or similar IDE
Platform Comparison¶
| Feature | Vertex AI | AWS Bedrock | Azure OpenAI |
|---|---|---|---|
| Models | Gemini, PaLM, Codey | Claude, Titan, Llama | GPT-4, GPT-3.5 |
| Custom Training | Yes | No | Fine-tuning |
| Enterprise | Yes | Yes | Yes |
| Free Tier | Limited | Limited | Limited |
Roadmap¶
Planned guides for additional platforms:
- [ ] AWS Bedrock - Foundation models and agents
- [ ] Azure OpenAI - GPT models with Azure integration
- [ ] Multi-cloud Comparison - Choosing the right platform