AI directory search

Search across educators, skills, and resources.

Use this when you know the topic you need: evals, RAG, agents, product, coding, prompting, foundations, or model internals.

Educators

Swyx profile photo

Swyx

AI Engineer · Intermediate to advanced

AI engineering, Agents, Developer tools

Kaggle profile photo

Kaggle

Kaggle Learn · Beginner

Python, Machine learning, Data preparation, Computer vision

Arize AI profile photo

Arize AI

Phoenix · Intermediate

Observability, Evals, Tracing, RAG debugging

Runway profile photo

Runway

Runway Academy · Beginner to intermediate

Generative video, Creative AI, AI media workflows

Chroma profile photo

Chroma

Chroma docs · Beginner to intermediate

Vector search, RAG, Embeddings, Local apps

CrewAI profile photo

CrewAI

CrewAI docs · Intermediate

Agents, Multi-agent workflows, Tool use, Automation

Ollama profile photo

Ollama

Ollama docs · Beginner to intermediate

Local models, LLM tools, AI engineering, Privacy

Skills

AI foundations

Everyone

What LLMs can and cannot do; Tokens, context windows, hallucinations; Privacy and data handling

Prompting and writing

Writers, operators, PMs, founders

Clear task framing; Examples and constraints; Editing, synthesis, and critique loops

Automation and agents

Founders, operations teams, developers

Trigger-based workflows; Tool calling; Agent failure modes; Human review points

AI product work

PMs, designers, founders

AI UX patterns; Use-case selection; Prototyping; Measuring quality

Coding with AI

Software developers

Codebase navigation; Test generation; Refactoring; Reviewing AI output

RAG and knowledge systems

Developers building AI apps

Chunking and retrieval; Structured extraction; Reranking; Grounded answers

Model internals

Engineers who want deeper understanding

Neural nets from scratch; Transformers; Training loops; Fine-tuning basics

Strategy and adoption

Leaders, managers, founders

Team habits; Org workflows; Policy; Change management

Resources

Neural Networks: Zero to Hero

Video course · Andrej Karpathy · Intermediate

You want to understand neural networks and language models from code.

OpenAI Cookbook

GitHub repo · OpenAI · Beginner to advanced

You need implementation examples rather than theory.

Learn Prompting

Guide · Sander Schulhoff · Beginner to intermediate

You need a broad prompt engineering reference.

Prompt Engineering Guide

Guide · DAIR.AI · Beginner to advanced

You want examples of prompting techniques and patterns.

AI Engineering

Book · Chip Huyen · Intermediate to advanced

You are moving from demos to production systems.

LLM Evals

Guide · Hamel Husain · Intermediate

Your AI app needs quality checks before users see it.

RLHF Book

Book · Nathan Lambert · Advanced

You want to understand post-training and preference optimization.

Hugging Face Agents Course

Free course · Hugging Face · Beginner to intermediate

You want a hands-on agent course that uses open-source tools.

Hugging Face NLP Course

Free course · Hugging Face · Beginner to intermediate

You need the Transformer and NLP basics behind many AI apps.

LangGraph Academy

Free course · LangChain · Intermediate

You want to build multi-step agent workflows with state.

LlamaIndex Docs

Docs and examples · LlamaIndex · Intermediate

You need to connect LLMs to documents, data, and retrieval.

StatQuest Neural Networks

Video lesson · Josh Starmer · Beginner

You want a plain-language explanation of neural-network basics.

Learn PyTorch

Free book and videos · Daniel Bourke · Beginner to intermediate

You want to learn deep learning by writing PyTorch code.

Weaviate Academy

Free academy · Weaviate · Beginner to intermediate

You want structured vector database and retrieval lessons.

Phoenix by Arize

Open source tool and docs · Arize AI · Intermediate

You need to trace, inspect, and evaluate LLM app behavior.

Langfuse Docs

Docs and cookbooks · Langfuse · Intermediate

You need production LLM tracing, scoring, and prompt operations.

Promptfoo Intro

Open source docs · Promptfoo · Intermediate

You need regression tests for prompts, models, and LLM outputs.

Made With ML

Free course · Made With ML · Intermediate

You need production ML habits that transfer to AI systems.

DataTalks.Club ML Zoomcamp

Free cohort course · DataTalks.Club · Beginner to intermediate

You want a structured free path into ML engineering.

AI Evals for Engineers & PMs

Cohort course · Hamel Husain and Shreya Shankar · Intermediate

You are shipping AI features and need a serious evaluation workflow.

AI Engineer Talks

Conference videos · AI Engineer · Intermediate to advanced

You want practitioner talks from builders working on the current AI stack.

The Cognitive Revolution

Podcast · Nathan Labenz · Intermediate to advanced

You want long-form interviews with AI builders and researchers.

Full Stack Deep Learning Lectures

Course videos · Full Stack Deep Learning · Intermediate to advanced

You want the whole lifecycle of ML and AI product development.

Initial Commit

Newsletter · Josh Pigford · Beginner to intermediate

Use this when you want Josh Pigford's material for founder workflows and related AI skills.

Builder Methods

Newsletter · Brian Casel · Beginner to intermediate

Use this when you want Brian Casel's material for founder workflows and related AI skills.

How I AI

Newsletter series · Lenny Rachitsky · Beginner to intermediate

Use this when you want Lenny Rachitsky's material for product and related AI skills.

One Useful Thing

Newsletter · Ethan Mollick · Beginner to advanced

Use this when you want Ethan Mollick's material for ai literacy and related AI skills.

AI Engineer

Conference talks · Swyx · Intermediate to advanced

Use this when you want Swyx's material for ai engineering and related AI skills.

DeepLearning.AI Short Courses

Short courses · Andrew Ng · Beginner to advanced

Use this when you want Andrew Ng's material for prompting and related AI skills.

fast.ai

Free course · Jeremy Howard · Intermediate

Use this when you want Jeremy Howard's material for deep learning and related AI skills.

fast.ai

Courses · Rachel Thomas · Beginner to intermediate

Use this when you want Rachel Thomas's material for practical ml and related AI skills.

Neural Networks: Zero to Hero

YouTube course · Andrej Karpathy · Intermediate

Use this when you want Andrej Karpathy's material for neural networks and related AI skills.

Simon Willison on LLMs

Blog · Simon Willison · Beginner to advanced

Use this when you want Simon Willison's material for llm tools and related AI skills.

Instructor

Docs · Jason Liu · Intermediate

Use this when you want Jason Liu's material for structured outputs and related AI skills.

Hamel's AI evals guides

Guides · Hamel Husain · Intermediate to advanced

Use this when you want Hamel Husain's material for evals and related AI skills.

AI Evals for Engineers and PMs

Course · Shreya Shankar · Intermediate

Use this when you want Shreya Shankar's material for evals and related AI skills.

AI Engineering

Book · Chip Huyen · Intermediate to advanced

Use this when you want Chip Huyen's material for ai engineering and related AI skills.

Learn Prompting

Free guide · Sander Schulhoff · Beginner to intermediate

Use this when you want Sander Schulhoff's material for prompting and related AI skills.

DAIR.AI Prompt Engineering Guide

Guide · Elvis Saravia · Beginner to advanced

Use this when you want Elvis Saravia's material for prompting and related AI skills.

Eugene Yan

Essays · Eugene Yan · Intermediate to advanced

Use this when you want Eugene Yan's material for applied ml and related AI skills.

RLHF Book

Book · Nathan Lambert · Advanced

Use this when you want Nathan Lambert's material for rlhf and related AI skills.

The Illustrated Transformer

Visual essays · Jay Alammar · Beginner to intermediate

Use this when you want Jay Alammar's material for transformers and related AI skills.

Lilian Weng's AI posts

Technical essays · Lilian Weng · Advanced

Use this when you want Lilian Weng's material for agents and related AI skills.

AI Engineering resources

Newsletter · Addy Osmani · Beginner to intermediate

Use this when you want Addy Osmani's material for ai coding and related AI skills.

Latent Space

Podcast · Latent Space · Intermediate to advanced

Use this when you want Latent Space's material for ai engineering and related AI skills.

Cohere For AI

Research · Cohere For AI · Advanced

Use this when you want Cohere For AI's material for nlp research and related AI skills.

Full Stack Deep Learning

Course · Full Stack Deep Learning · Intermediate to advanced

Use this when you want Full Stack Deep Learning's material for mlops and related AI skills.

Hugging Face Learn

Free courses · Hugging Face · Beginner to advanced

Use this when you want Hugging Face's material for agents and related AI skills.

Anthropic Learn

Guides · Anthropic · Beginner to advanced

Use this when you want Anthropic's material for prompting and related AI skills.

Machine Learning Crash Course

Course · Google for Developers · Beginner

Use this when you want Google for Developers's material for ml foundations and related AI skills.

LangChain Academy

Courses · LangChain · Intermediate

Use this when you want LangChain's material for langgraph and related AI skills.

LlamaIndex

Docs · Jerry Liu · Intermediate

Use this when you want Jerry Liu's material for rag and related AI skills.

W&B Courses

Free courses · Weights & Biases · Intermediate

Use this when you want Weights & Biases's material for llm apps and related AI skills.

OpenAI Cookbook

Cookbook · OpenAI · Beginner to advanced

Use this when you want OpenAI's material for api examples and related AI skills.

AI Agents for Beginners

GitHub course · Microsoft · Beginner to intermediate

Use this when you want Microsoft's material for agents and related AI skills.

Kaggle Learn

Micro-courses · Kaggle · Beginner

Use this when you want Kaggle's material for python and related AI skills.

StatQuest

YouTube videos · Josh Starmer · Beginner to intermediate

Use this when you want Josh Starmer's material for ml foundations and related AI skills.

Neural Networks series

Animated videos · 3Blue1Brown · Beginner to intermediate

Use this when you want 3Blue1Brown's material for neural networks and related AI skills.

Learn PyTorch

Free book · Daniel Bourke · Beginner to intermediate

Use this when you want Daniel Bourke's material for pytorch and related AI skills.

Python Engineer

YouTube tutorials · Patrick Loeber · Beginner to intermediate

Use this when you want Patrick Loeber's material for pytorch and related AI skills.

AssemblyAI YouTube

YouTube tutorials · AssemblyAI · Beginner to intermediate

Use this when you want AssemblyAI's material for speech ai and related AI skills.

Pinecone Learn

Guides · Pinecone · Beginner to advanced

Use this when you want Pinecone's material for vector databases and related AI skills.

Weaviate Academy

Academy courses · Weaviate · Beginner to intermediate

Use this when you want Weaviate's material for vector search and related AI skills.

Phoenix

Docs · Arize AI · Intermediate

Use this when you want Arize AI's material for observability and related AI skills.

Langfuse Docs

Docs · Langfuse · Intermediate

Use this when you want Langfuse's material for observability and related AI skills.

Mirascope Learn

Docs · Mirascope · Intermediate

Use this when you want Mirascope's material for llm app architecture and related AI skills.

Vellum Guides

Guides · Vellum · Beginner to intermediate

Use this when you want Vellum's material for prompt management and related AI skills.

Humanloop Blog and Docs

Blog · Humanloop · Intermediate

Use this when you want Humanloop's material for prompt management and related AI skills.

Promptfoo Docs

Docs · Promptfoo · Intermediate

Use this when you want Promptfoo's material for prompt testing and related AI skills.

IBM Generative AI courses

Coursera courses · Armand Ruiz · Beginner

Use this when you want Armand Ruiz's material for generative ai basics and related AI skills.

AI and Machine Learning for Coders

Books · Laurence Moroney · Beginner to intermediate

Use this when you want Laurence Moroney's material for tensorflow and related AI skills.

Deep Learning with Python

Book · François Chollet · Intermediate

Use this when you want François Chollet's material for keras and related AI skills.

Hands-On Machine Learning

Book · Aurelien Geron · Beginner to intermediate

Use this when you want Aurelien Geron's material for scikit-learn and related AI skills.

Made With ML

Course · Made With ML · Intermediate

Use this when you want Made With ML's material for mlops and related AI skills.

MLOps Community

Talks · MLOps Community · Intermediate to advanced

Use this when you want MLOps Community's material for mlops and related AI skills.

Maven AI courses

Cohort courses · Maven AI courses · Beginner to advanced

Use this when you want Maven AI courses's material for ai product and related AI skills.

AI and language model essays

Essays · Maggie Appleton · Beginner to intermediate

Use this when you want Maggie Appleton's material for ai ux and related AI skills.

Linus Lee

Essays · Linus Lee · Intermediate

Use this when you want Linus Lee's material for ai interfaces and related AI skills.

Every AI and Chain of Thought

Newsletter · Dan Shipper · Beginner to intermediate

Use this when you want Dan Shipper's material for ai workflows and related AI skills.

Ben's Bites

Newsletter · Ben Tossell · Beginner

Use this when you want Ben Tossell's material for ai news and related AI skills.

The Cognitive Revolution

Podcast · Nathan Labenz · Intermediate to advanced

Use this when you want Nathan Labenz's material for ai strategy and related AI skills.

The Data Exchange

Podcast · Ben Lorica · Intermediate

Use this when you want Ben Lorica's material for data systems and related AI skills.

DataTalks.Club ML Zoomcamp

Free courses · DataTalks.Club · Beginner to intermediate

Use this when you want DataTalks.Club's material for ml engineering and related AI skills.

DeepLearning.AI

Short courses · DeepLearning.AI · Beginner to advanced

Use this when you want DeepLearning.AI's material for generative ai and related AI skills.

MarkTechPost

Articles · MarkTechPost · Intermediate

Use this when you want MarkTechPost's material for research discovery and related AI skills.

MIT Introduction to Deep Learning

Lectures · MIT 6.S191 · Beginner to intermediate

Use this when you want MIT 6.S191's material for deep learning and related AI skills.

Stanford CS229 Machine Learning

Course notes · Stanford CS229 · Intermediate

Use this when you want Stanford CS229's material for ml foundations and related AI skills.

NVIDIA DLI

Workshops · NVIDIA Deep Learning Institute · Beginner to advanced

Use this when you want NVIDIA Deep Learning Institute's material for deep learning and related AI skills.

AWS AI and ML training

Courses · AWS Skill Builder · Beginner to advanced

Use this when you want AWS Skill Builder's material for cloud ai and related AI skills.

Google Cloud AI learning paths

Labs · Google Cloud Skills Boost · Beginner to advanced

Use this when you want Google Cloud Skills Boost's material for cloud ai and related AI skills.

Microsoft Learn AI

Learning paths · Microsoft Learn · Beginner to advanced

Use this when you want Microsoft Learn's material for azure ai and related AI skills.

IBM SkillsBuild AI

Courses · IBM SkillsBuild · Beginner

Use this when you want IBM SkillsBuild's material for ai foundations and related AI skills.

Elements of AI

Free course · Elements of AI · Beginner

Use this when you want Elements of AI's material for ai foundations and related AI skills.

DataCamp AI courses

Interactive courses · DataCamp · Beginner to intermediate

Use this when you want DataCamp's material for ai foundations and related AI skills.

Codecademy AI courses

Interactive courses · Codecademy · Beginner

Use this when you want Codecademy's material for ai foundations and related AI skills.

Udacity School of AI

Nanodegrees · Udacity · Beginner to advanced

Use this when you want Udacity's material for machine learning and related AI skills.

Coursera AI courses

Courses · Coursera AI · Beginner to advanced

Use this when you want Coursera AI's material for ai foundations and related AI skills.

AI for Education

Guides · Khan Academy · Beginner

Use this when you want Khan Academy's material for ai literacy and related AI skills.

Zapier AI automation guides

Guides · Zapier · Beginner to intermediate

Use this when you want Zapier's material for automation and related AI skills.

n8n AI workflow tutorials

Docs · n8n · Intermediate

Use this when you want n8n's material for automation and related AI skills.

Make AI automation

Templates · Make · Beginner to intermediate

Use this when you want Make's material for automation and related AI skills.

Runway Academy

Tutorials · Runway · Beginner to intermediate

Use this when you want Runway's material for generative video and related AI skills.

ComfyUI examples

Examples · ComfyUI · Intermediate

Use this when you want ComfyUI's material for image generation and related AI skills.

Stability AI docs

Docs · Stability AI · Beginner to intermediate

Use this when you want Stability AI's material for image generation and related AI skills.

Replicate docs and examples

Docs · Replicate · Beginner to intermediate

Use this when you want Replicate's material for model apis and related AI skills.

Modal examples

Docs · Modal · Intermediate

Use this when you want Modal's material for deployment and related AI skills.

Qdrant Learning Center

Docs · Qdrant · Beginner to intermediate

Use this when you want Qdrant's material for vector search and related AI skills.

Chroma docs

Docs · Chroma · Beginner to intermediate

Use this when you want Chroma's material for vector search and related AI skills.

Milvus tutorials

Docs · Milvus · Intermediate

Use this when you want Milvus's material for vector databases and related AI skills.

Neo4j GraphRAG learning

Guides · Neo4j · Intermediate

Use this when you want Neo4j's material for graphrag and related AI skills.

Data Independent AI tutorials

YouTube tutorials · Greg Kamradt · Beginner to intermediate

Use this when you want Greg Kamradt's material for rag and related AI skills.

James Briggs AI tutorials

YouTube tutorials · James Briggs · Beginner to intermediate

Use this when you want James Briggs's material for vector search and related AI skills.

Weaviate education videos

YouTube tutorials · Connor Shorten · Beginner to intermediate

Use this when you want Connor Shorten's material for vector search and related AI skills.

Sentence Transformers

Docs · Nils Reimers · Intermediate

Use this when you want Nils Reimers's material for embeddings and related AI skills.

Hugging Face LLM tutorials

Tutorials · Phil Schmid · Intermediate to advanced

Use this when you want Phil Schmid's material for open models and related AI skills.

NLP with Transformers

Book · Lewis Tunstall · Intermediate

Use this when you want Lewis Tunstall's material for transformers and related AI skills.

Serrano Academy

YouTube lessons · Luis Serrano · Beginner to intermediate

Use this when you want Luis Serrano's material for ml foundations and related AI skills.

Brandon Rohrer ML explanations

Essays · Brandon Rohrer · Beginner to intermediate

Use this when you want Brandon Rohrer's material for ml foundations and related AI skills.

Krish Naik AI tutorials

YouTube tutorials · Krish Naik · Beginner to intermediate

Use this when you want Krish Naik's material for machine learning and related AI skills.

Sentdex AI tutorials

YouTube tutorials · Sentdex · Beginner to intermediate

Use this when you want Sentdex's material for python ml and related AI skills.

Nicholas Renotte AI tutorials

YouTube tutorials · Nicholas Renotte · Beginner to intermediate

Use this when you want Nicholas Renotte's material for computer vision and related AI skills.

Dave Ebbelaar AI automation

YouTube tutorials · Dave Ebbelaar · Beginner to intermediate

Use this when you want Dave Ebbelaar's material for automation and related AI skills.

Future Tools

Tool directory · Matt Wolfe · Beginner

Use this when you want Matt Wolfe's material for tool discovery and related AI skills.

OpenAI and AI engineering talks

Talks · Sean Grove · Intermediate

Use this when you want Sean Grove's material for ai engineering and related AI skills.

Relevance AI Academy

Academy · Relevance AI · Beginner to intermediate

Use this when you want Relevance AI's material for agents and related AI skills.

Gumloop tutorials

Templates · Gumloop · Beginner to intermediate

Use this when you want Gumloop's material for automation and related AI skills.

CrewAI docs

Docs · CrewAI · Intermediate

Use this when you want CrewAI's material for agents and related AI skills.

Microsoft AutoGen docs

Docs · AutoGen · Intermediate

Use this when you want AutoGen's material for agents and related AI skills.

OpenRouter docs

Docs · OpenRouter · Beginner to intermediate

Use this when you want OpenRouter's material for model routing and related AI skills.

Ollama docs

Docs · Ollama · Beginner to intermediate

Use this when you want Ollama's material for local models and related AI skills.

llama.cpp examples

GitHub repo · llama.cpp · Intermediate to advanced

Use this when you want llama.cpp's material for local models and related AI skills.