Josh Pigford
Initial Commit · Beginner to intermediate
Founder workflows, Product ops, Automation
AI directory search
Use this when you know the topic you need: evals, RAG, agents, product, coding, prompting, foundations, or model internals.
Initial Commit · Beginner to intermediate
Founder workflows, Product ops, Automation
Builder Methods · Beginner to intermediate
Founder workflows, Systems, Automation
Become an AI Powered Product Leader · Intermediate
Product strategy, Writing, AI adoption
How I AI · Beginner to intermediate
Product, Growth, Team adoption
One Useful Thing · Beginner to advanced
AI literacy, Workplace adoption, Strategy
AI Engineer · Intermediate to advanced
AI engineering, Agents, Developer tools
DeepLearning.AI Short Courses · Beginner to advanced
Prompting, Agents, RAG, ML foundations
fast.ai · Intermediate
Deep learning, PyTorch, Model training
fast.ai · Beginner to intermediate
Practical ML, Ethics, Education
Neural Networks: Zero to Hero · Intermediate
Neural networks, Backprop, LLM internals
Simon Willison on LLMs · Beginner to advanced
LLM tools, Prompting, AI safety, Local models
Instructor · Intermediate
Structured outputs, Extraction, RAG
Hamel's AI evals guides · Intermediate to advanced
Evals, RAG, LLM product quality
AI Evals for Engineers and PMs · Intermediate
Evals, LLM reliability, Product quality
AI Engineering · Intermediate to advanced
AI engineering, Systems, Production ML
Learn Prompting · Beginner to intermediate
Prompting, AI literacy, Security
DAIR.AI Prompt Engineering Guide · Beginner to advanced
Prompting, RAG, Reasoning, Agents
Eugene Yan · Intermediate to advanced
Applied ML, Recommenders, LLM systems
RLHF Book · Advanced
RLHF, Post-training, Alignment
Build a Large Language Model From Scratch · Intermediate
LLM internals, PyTorch, Model training
The Illustrated Transformer · Beginner to intermediate
Transformers, Embeddings, LLM concepts
Lilian Weng's AI posts · Advanced
Agents, RAG, ML research
AI Engineering resources · Beginner to intermediate
AI coding, Engineering workflows, Frontend
Latent Space · Intermediate to advanced
AI engineering, Industry context, Model ecosystem
Cohere For AI · Advanced
NLP research, Open models, Multilingual AI
Full Stack Deep Learning · Intermediate to advanced
MLOps, Deployment, Product ML
Everyone
What LLMs can and cannot do; Tokens, context windows, hallucinations; Privacy and data handling
Writers, operators, PMs, founders
Clear task framing; Examples and constraints; Editing, synthesis, and critique loops
Founders, operations teams, developers
Trigger-based workflows; Tool calling; Agent failure modes; Human review points
PMs, designers, founders
AI UX patterns; Use-case selection; Prototyping; Measuring quality
Software developers
Codebase navigation; Test generation; Refactoring; Reviewing AI output
Developers building AI apps
Chunking and retrieval; Structured extraction; Reranking; Grounded answers
AI product teams
Test sets; Human review; Regression checks; Quality metrics
Engineers who want deeper understanding
Neural nets from scratch; Transformers; Training loops; Fine-tuning basics
Engineering teams
Observability; Cost and latency; Deployment; Data pipelines
Leaders, managers, founders
Team habits; Org workflows; Policy; Change management
Video course · Andrej Karpathy · Intermediate
You want to understand neural networks and language models from code.
Free course · fast.ai · Intermediate
You can code and want a practical route into training models.
Short course · DeepLearning.AI · Beginner
You want a short, structured intro to prompting for software tasks.
GitHub repo · OpenAI · Beginner to advanced
You need implementation examples rather than theory.
GitHub repo · Microsoft · Beginner to intermediate
You want a structured agent learning path with code.
GitHub repo / book · Sebastian Raschka · Intermediate
You want to build an LLM step by step.
Visual guide · Jay Alammar · Beginner to intermediate
Transformer architecture still feels fuzzy.
Guide · Sander Schulhoff · Beginner to intermediate
You need a broad prompt engineering reference.
Guide · DAIR.AI · Beginner to advanced
You want examples of prompting techniques and patterns.
Book · Chip Huyen · Intermediate to advanced
You are moving from demos to production systems.
Guide · Hamel Husain · Intermediate
Your AI app needs quality checks before users see it.
Book · Nathan Lambert · Advanced
You want to understand post-training and preference optimization.