Artificial Intelligence

Scalable, maintainable ML pipelines (Chip Huyen).

GANs, VAEs, diffusion models (David Foster).

End-to-end AI product building (Chip Huyen).

This book guides you through the evolution of language models, starting from machine learning fundamentals.

Comprehensive AI theory (Russell & Norvig).

Neural networks & architectures (Goodfellow, Bengio, Courville).

RL fundamentals (Sutton & Barto).

Practical guide on building agents

Practical guide to building AI agents from Google

Guide from Google

Example code, recipes, and best practices for working with OpenAI APIs.

A goldmine of useful links for AI engineers

Extremely minimalist AI agent framework in just 100 lines of code. Fantastic way to learn.

Google's Agent Development Kit (Python, Java). Great local development experience + A2A + MCP.

Typed, structured LLM orchestration framework built on Pydantic models for safe, predictable outputs.

Build multi-agent workflows with stateful graphs on top of LangChain.

Agent orchestration with structured tasks and human-in-the-loop controls.

Microsoft’s framework for multi-agent conversation and collaboration.

Data framework for ingesting, indexing, and querying private data with LLMs.

Open-source search/RAG framework with modular pipelines.

Great library for ingesting any kind of document for RAG ⭐

OpenAI's framework for writing evals

Transformer architecture.

Model/data/compute scaling.

GPT-3 capabilities.

Safer model alignment.

Intermediate / Advanced

Focused

Best for general coding + reasoning.

Best for long-context analysis and structured thinking.

Best for Google ecosystem integration.

Best for quick research with live citations.

Best for enterprise LLMs with strong retrieval-augmented generation APIs.

Best for lightweight, high-performance open-weight models.

Best for multilingual and Chinese-first applications.

Best for efficient, cost-optimized large models with competitive reasoning.

IDE extensions with long-context code edits.

In-IDE code completion, chat, and refactors.

LLM-powered IDE for multi-file edits and codebase-aware chat.

Integrated image creation with style control.

Artistic and photorealistic images and video.

Integrated into Creative Cloud.

Precise, legible text in generated images.

High-res, prompt-editable images.

Cinematic, realistic video generation.

High-quality video with synchronized audio.

Video editing + generation.

High-quality text-to-speech.

AI music from text prompts.

Music composition for media.