AI Learning Resources 2026
AI Learning Resources 2026
Curated resources for learning AI, inspired by a16z AI Canon.
Getting Started
For Beginners
| Resource | Type | Description |
|---|---|---|
| Software 2.0 | Article | Andrej Karpathy - Why AI matters |
| State of GPT | Video | How ChatGPT works |
| What is ChatGPT doing | Article | Stephen Wolfram - Technical explainer |
| Transformers Explained | Article | Dale Markowitz - LLM basics |
For Engineers
| Resource | Type | Description |
|---|---|---|
| Fast.ai Course | Course | Practical deep learning |
| Deep Learning with Python | Book | François Chollet |
| Hands-On Machine Learning | Book | Aurélien Géron |
Technical Deep Dives
LLM Engineering
| Resource | Description |
|---|---|
| LangChain Docs | Build LLM apps |
| Hugging Face Course | Transformers & models |
| Prompt Engineering Guide | Prompting techniques |
Architecture
| Resource | Description |
|---|---|
| Attention Is All You Need | Transformer paper |
| LLM Survey | Comprehensive LLM overview |
| Retrieval Augmented Generation | RAG paper |
Essential Papers
Foundation
- Attention Is All You Need (2017) - Transformer architecture
- BERT (2018) - Pre-training for NLP
- GPT-3 (2020) - Language models at scale
- Chinchilla (2022) - Compute-optimal scaling
- RLHF (2022) - InstructGPT / ChatGPT
2023-2024
- LLaMA - Open weights
- Mistral 7B - Quality efficiency
- Mixtral - Mixture of experts
- DeepSeek - Open reasoning
Courses
Free
| Course | Institution | Level |
|---|---|---|
| Fast.ai | fast.ai | Beginner |
| Stanford CS224N | Stanford | Advanced |
| Stanford CS229 | Stanford | Intermediate |
Paid
| Course | Provider | Cost |
|---|---|---|
| DeepLearning.AI | Andrew Ng | Free/$49 |
| Udacity AI ND | Udacity | $399/mo |
Newsletter & Blogs
Must-Read
| Name | Author | Focus |
|---|---|---|
| Latent Space | swyx | AI engineering |
| The Gradient | Various | Research |
| Simon Willison | Simon Willison | Practical AI |
VC Perspective
| Name | Focus |
|---|---|
| a16z AI | Investment |
| Sequoia AI | Company building |
Tools & Libraries
Development
| Tool | Use |
|---|---|
| LangChain | LLM app framework |
| Hugging Face | Model hub |
| Weights & Biases | MLOps |
| Lamini | LLM fine-tuning |
Local Development
| Tool | Use |
|---|---|
| Ollama | Local LLMs |
| llama.cpp | Inference |
| LM Studio | UI for local |
Practice Platforms
| Platform | Focus |
|---|---|
| Kaggle | Competitions |
| Hugging Face Spaces | Demos |
| LangChain Templates | App templates |
Last updated: February 2026