Agents for everything else
AI Engineer · agents, ai engineering, developer tools, automation
AI directory search
Search across educators, skills, and resources.
Use this when you know the topic you need: Opus, Claude, evals, RAG, agents, product, coding, prompting, foundations, or model internals.
Video matches
Watch first when you want a fast feel for the topic before opening courses, docs, or profiles.
LangGraph introduction
LangChain · agents, langgraph, llm orchestration, rag
Hugging Face agents course
Hugging Face · agents, open models, tools, transformers
RAG and LlamaIndex
LlamaIndex · rag, documents, agents, context augmentation
Educators
Josh Pigford
Initial Commit · Beginner to intermediate
Practical AI use for small businesses, product decisions, and repeatable operations.
Skills
Founder workflows, Product ops, Automation
Brian Casel
Builder Methods · Beginner to intermediate
Useful for turning AI experiments into repeatable internal workflows.
Skills
Founder workflows, Systems, Automation
Peter Yang
Become an AI Powered Product Leader · Intermediate
Clear product-focused teaching for using AI in planning, writing, and team workflows.
Skills
Product strategy, Writing, AI adoption
Lenny Rachitsky
How I AI · Beginner to intermediate
Good for seeing how operators and product leaders actually use AI at work.
Skills
Product, Growth, Team adoption
Ethan Mollick
One Useful Thing · Beginner to advanced
Strong practical judgment on what AI can do in real organizations.
Skills
AI literacy, Workplace adoption, Strategy
Swyx
AI Engineer · Intermediate to advanced
A useful hub for the emerging AI engineering stack and practitioner talks.
Skills
AI engineering, Agents, Developer tools
Andrew Ng
DeepLearning.AI Short Courses · Beginner to advanced
Structured, practical courses from prompt engineering through agentic workflows.
Skills
Prompting, Agents, RAG, ML foundations
Jeremy Howard
fast.ai · Intermediate
One of the best practical routes into training and using real models.
Skills
Deep learning, PyTorch, Model training
Rachel Thomas
fast.ai · Beginner to intermediate
Good practical teaching on making ML more understandable and useful.
Skills
Practical ML, Ethics, Education
Andrej Karpathy
Neural Networks: Zero to Hero · Intermediate
Excellent from-scratch explanations of neural networks and language models.
Skills
Neural networks, Backprop, LLM internals
Simon Willison
Simon Willison on LLMs · Beginner to advanced
Consistently useful notes, demos, and warnings about practical LLM use.
Skills
LLM tools, Prompting, AI safety, Local models
Jason Liu
Instructor · Intermediate
Practical patterns for getting reliable structured data from LLMs.
Skills
Structured outputs, Extraction, RAG
Hamel Husain
Hamel's AI evals guides · Intermediate to advanced
Very practical material on evaluating LLM apps before they disappoint users.
Skills
Evals, RAG, LLM product quality
Shreya Shankar
AI Evals for Engineers and PMs · Intermediate
Useful if you need to judge whether an AI feature is actually improving.
Skills
Evals, LLM reliability, Product quality
Chip Huyen
AI Engineering · Intermediate to advanced
Good systems-level view of building AI applications responsibly.
Skills
AI engineering, Systems, Production ML
Sander Schulhoff
Learn Prompting · Beginner to intermediate
Dense prompt engineering reference with beginner-friendly structure.
Skills
Prompting, AI literacy, Security
Elvis Saravia
DAIR.AI Prompt Engineering Guide · Beginner to advanced
A broad prompt engineering guide with many concrete examples and patterns.
Skills
Prompting, RAG, Reasoning, Agents
Eugene Yan
Eugene Yan · Intermediate to advanced
Useful for practical ML and LLM systems thinking without vendor hype.
Skills
Applied ML, Recommenders, LLM systems
Nathan Lambert
RLHF Book · Advanced
Good route into how models are trained after pretraining.
Skills
RLHF, Post-training, Alignment
Sebastian Raschka
Build a Large Language Model From Scratch · Intermediate
A hands-on path through building an LLM in code.
Skills
LLM internals, PyTorch, Model training
Jay Alammar
The Illustrated Transformer · Beginner to intermediate
Still one of the clearest visual explanations of transformer concepts.
Skills
Transformers, Embeddings, LLM concepts
Lilian Weng
Lilian Weng's AI posts · Advanced
Deep, well-structured technical summaries of major AI topics.
Skills
Agents, RAG, ML research
Addy Osmani
AI Engineering resources · Beginner to intermediate
Useful for software teams applying AI tools to real engineering work.
Skills
AI coding, Engineering workflows, Frontend
Latent Space
Latent Space · Intermediate to advanced
Good for staying current on how AI builders think about tools and models.
Skills
AI engineering, Industry context, Model ecosystem
Cohere For AI
Cohere For AI · Advanced
Useful for people who want research context and open science around language models.
Skills
NLP research, Open models, Multilingual AI
Full Stack Deep Learning
Full Stack Deep Learning · Intermediate to advanced
Practical coverage of the whole ML product lifecycle.
Skills
MLOps, Deployment, Product ML
Hugging Face
Hugging Face Learn · Beginner to advanced
One of the best free ecosystems for learning open-source AI by building with models, datasets, spaces, and agents.
Skills
Agents, Transformers, Diffusion, Open models
Anthropic
Anthropic Learn · Beginner to advanced
Official material for learning when Claude Opus fits complex coding, long-running agent work, document creation, and high-judgment knowledge tasks.
Skills
Claude Opus, Claude Sonnet, Prompting, Claude workflows, MCP, AI app design, Frontier model selection
A fast, practical way to build vocabulary and intuition before going deeper into LLMs or AI engineering.
Skills
ML foundations, Classification, Embeddings, Neural networks
LangChain
LangChain Academy · Intermediate
Useful when you are ready to build multi-step LLM applications, agents, and graph-based workflows.
Skills
LangGraph, Agents, LLM orchestration, RAG
Jerry Liu
LlamaIndex · Intermediate
Strong practical material for connecting LLMs to private data, documents, retrieval, and workflows.
Skills
RAG, Agents, Document workflows, Context augmentation
Weights & Biases
W&B Courses · Intermediate
Good for builders who need to measure, debug, and improve LLM apps rather than just demo them.
Skills
LLM apps, Evals, Experiment tracking, MLOps
OpenAI
OpenAI model docs and Cookbook · Beginner to advanced
Official model and implementation material for learning GPT model tradeoffs, reasoning models, agents, retrieval, evaluation, and structured outputs.
Skills
GPT models, Reasoning models, Model selection, Agents, RAG, Structured outputs, Evals
Microsoft
AI Agents for Beginners · Beginner to intermediate
A structured lesson path for understanding when to use agents and how to build simple agentic systems.
Skills
Agents, Multi-agent workflows, Tool use
Kaggle
Kaggle Learn · Beginner
Useful for people who need the data and ML basics before working seriously with AI tools.
Skills
Python, Machine learning, Data preparation, Computer vision
Josh Starmer
StatQuest · Beginner to intermediate
Excellent plain-language explanations for statistics and machine learning concepts that underpin modern AI.
Skills
ML foundations, Statistics, Neural networks
3Blue1Brown
Neural Networks series · Beginner to intermediate
High-quality visual intuition for neural networks and transformers before or alongside coding-heavy courses.
Skills
Neural networks, Transformers, Mathematical intuition
Daniel Bourke
Learn PyTorch · Beginner to intermediate
Hands-on PyTorch learning path that complements fast.ai and model-internals material.
Skills
PyTorch, Deep learning, Computer vision
Patrick Loeber
Python Engineer · Beginner to intermediate
Practical Python tutorials for ML fundamentals, PyTorch, and AI app basics.
Skills
PyTorch, Python ML, LLM apps
AssemblyAI
AssemblyAI YouTube · Beginner to intermediate
Practical developer tutorials and clear overviews of current AI engineering topics.
Skills
Speech AI, LLMs, Agents, ML concepts
Pinecone
Pinecone Learn · Beginner to advanced
Useful for understanding vector search, embeddings, chunking, retrieval, and RAG system design.
Skills
Vector databases, RAG, Embeddings, Search
Weaviate
Weaviate Academy · Beginner to intermediate
Good structured learning around vector databases, retrieval, and search relevance.
Skills
Vector search, RAG, Hybrid search, Embeddings
Useful for debugging and evaluating LLM applications once you move beyond prototypes.
Skills
Observability, Evals, Tracing, RAG debugging
Langfuse
Langfuse Docs · Intermediate
Good operational material for tracing, scoring, and improving production LLM apps.
Skills
Observability, Prompt management, Evals, Tracing
Mirascope
Mirascope Learn · Intermediate
Useful for Python developers who want clean abstractions around prompts, tools, and model calls.
Skills
LLM app architecture, Prompt engineering, Tool calling
Vellum
Vellum Guides · Beginner to intermediate
Useful for product and ops teams that need practical LLM product concepts without getting lost in research.
Skills
Prompt management, Evals, Workflow design
Humanloop
Humanloop Blog and Docs · Intermediate
Useful for teams building repeatable AI product processes around prompts, datasets, and evaluations.
Skills
Prompt management, Evals, LLM workflows
Promptfoo
Promptfoo Docs · Intermediate
Very practical for regression testing prompts, model changes, and LLM outputs.
Skills
Prompt testing, Evals, Red teaming
Armand Ruiz
IBM Generative AI courses · Beginner
Good structured beginner material for people approaching AI from business and non-engineering roles.
Skills
Generative AI basics, Prompting, Business use cases
Laurence Moroney
AI and Machine Learning for Coders · Beginner to intermediate
Practical developer-oriented teaching for ML foundations and TensorFlow.
Skills
TensorFlow, ML foundations, Computer vision, NLP
François Chollet
Deep Learning with Python · Intermediate
Clear conceptual and practical deep learning education from the creator of Keras.
Skills
Keras, Deep learning, Model design
Aurelien Geron
Hands-On Machine Learning · Beginner to intermediate
One of the most useful hands-on books for classical ML plus neural network foundations.
Skills
Scikit-learn, TensorFlow, ML foundations, Deep learning
Made With ML
Made With ML · Intermediate
Useful path for production ML fundamentals that transfer to AI engineering.
Skills
MLOps, Testing, Deployment, ML systems
MLOps Community
MLOps Community · Intermediate to advanced
Good for learning how practitioners actually ship and maintain ML/AI systems.
Skills
MLOps, Production ML, AI systems, Community learning
Maven AI courses
Maven AI courses · Beginner to advanced
Useful discovery surface for live courses taught by practitioners across AI product, work, and engineering.
Skills
AI product, AI leadership, AI workflows, Evals
Maggie Appleton
AI and language model essays · Beginner to intermediate
Good for understanding how people experience and design with language-model interfaces.
Skills
AI UX, Language model interfaces, Conceptual models
Useful for people thinking deeply about AI as a medium for tools and interfaces.
Skills
AI interfaces, Personal tools, LLM UX
Dan Shipper
Every AI and Chain of Thought · Beginner to intermediate
Useful operational writing on how knowledge workers and founders use AI in daily work.
Skills
AI workflows, Writing with AI, Business use cases
Ben Tossell
Ben's Bites · Beginner
Useful for lightweight discovery of AI tools and trends, best paired with deeper resources.
Skills
AI news, Tools, Workflow discovery
Nathan Labenz
The Cognitive Revolution · Intermediate to advanced
Useful for understanding what frontier AI builders and researchers are thinking about.
Skills
AI strategy, Research context, Industry understanding
Ben Lorica
The Data Exchange · Intermediate
Good practitioner interviews across data, ML, and AI engineering.
Skills
Data systems, ML engineering, AI trends
DataTalks.Club
DataTalks.Club ML Zoomcamp · Beginner to intermediate
Useful structured free courses for the data/ML engineering skills underneath AI products.
Skills
ML engineering, MLOps, Data engineering
DeepLearning.AI
DeepLearning.AI · Beginner to advanced
A broad catalog of structured AI courses, including many short practical courses from tool creators.
Skills
Generative AI, Deep learning, Prompting, Agents
MarkTechPost
MarkTechPost · Intermediate
Useful as a discovery feed, but verify against papers and official repos before relying on it.
Skills
Research discovery, Tool discovery, AI news
Harvard CS50
CS50's Introduction to Artificial Intelligence with Python · Beginner to intermediate
A rigorous entry point into classical AI concepts, search, optimization, machine learning, neural networks, and language processing.
Skills
Search, Knowledge representation, ML foundations, AI foundations
MIT 6.S191
MIT Introduction to Deep Learning · Beginner to intermediate
Compact university-level deep learning coverage with updated lectures and hands-on labs.
Skills
Deep learning, Neural networks, Generative AI, Model training
Stanford CS229
Stanford CS229 Machine Learning · Intermediate
A strong foundation for people who need the math and modeling basics under applied AI.
Skills
ML foundations, Supervised learning, Unsupervised learning, Model evaluation
Stanford CS224N
Natural Language Processing with Deep Learning · Intermediate to advanced
A deep route into the NLP concepts behind embeddings, attention, and modern language models.
Skills
NLP, Transformers, Embeddings, Language models
Still useful for understanding vision models, training loops, backpropagation, and representation learning.
Skills
Computer vision, Deep learning, Model training
Berkeley CS188
Introduction to Artificial Intelligence · Beginner to intermediate
Good grounding in search, games, probability, and reinforcement learning before LLM-specific work.
Skills
Search, Planning, Reinforcement learning, AI foundations
NVIDIA Deep Learning Institute
NVIDIA DLI · Beginner to advanced
Useful for practical GPU, deep learning, and enterprise AI training with hands-on labs.
Skills
Deep learning, GPU computing, Generative AI, Deployment
AWS Skill Builder
AWS AI and ML training · Beginner to advanced
Best for people learning AI services, generative AI apps, and ML workflows on AWS.
Skills
Cloud AI, Agents, MLOps, Generative AI
Google Cloud Skills Boost
Google Cloud AI learning paths · Beginner to advanced
Hands-on labs for people building AI systems on Google Cloud and Vertex AI.
Skills
Cloud AI, Vertex AI, Generative AI, MLOps
Microsoft Learn
Microsoft Learn AI · Beginner to advanced
Useful for Azure AI services, Copilot extensibility, and Microsoft-focused AI app development.
Skills
Azure AI, Agents, Copilot, Cloud AI
IBM SkillsBuild
IBM SkillsBuild AI · Beginner
Accessible AI literacy and business-facing AI learning for non-specialists.
Skills
AI foundations, Generative AI basics, Business use cases
Elements of AI
Elements of AI · Beginner
A clear non-technical entry point for understanding AI concepts and social implications.
Skills
AI foundations, Ethics, Society, ML basics
freeCodeCamp
freeCodeCamp AI and machine learning courses · Beginner to intermediate
Large library of practical tutorials for developers who prefer project-based learning.
Skills
Python, Machine learning, LLM apps, Coding with AI
DataCamp
DataCamp AI courses · Beginner to intermediate
Useful for analysts and business users who want structured, browser-based AI practice.
Skills
AI foundations, Data skills, Prompting, ML foundations
Codecademy
Codecademy AI courses · Beginner
Good for beginners who want guided coding exercises while learning AI concepts.
Skills
AI foundations, Python, Prompting, LLM apps
Udacity
Udacity School of AI · Beginner to advanced
Project-heavy AI learning for people who want structured programs and portfolio work.
Skills
Machine learning, Deep learning, AI product, Computer vision
Coursera AI
Coursera AI courses · Beginner to advanced
Broad catalog for comparing university, company, and practitioner-led AI programs.
Skills
AI foundations, Machine learning, Generative AI, Business AI
edX AI
edX artificial intelligence courses · Beginner to advanced
Useful for more academic AI courses and professional certificate programs.
Skills
AI foundations, Machine learning, Robotics, Ethics
Khan Academy
AI for Education · Beginner
Useful for seeing AI applied to teaching, tutoring, and student support.
Skills
AI literacy, Education, Tutoring workflows
Zapier
Zapier AI automation guides · Beginner to intermediate
Practical no-code automation examples for people wiring AI into daily operations.
Skills
Automation, AI workflows, No-code tools
n8n
n8n AI workflow tutorials · Intermediate
Good for building agentic workflows that connect LLMs with APIs and business systems.
Skills
Automation, Agents, Tool use, Workflow design
Make
Make AI automation · Beginner to intermediate
Useful for business teams connecting AI tools without building custom software.
Skills
Automation, No-code AI, Workflow design
Runway
Runway Academy · Beginner to intermediate
Practical education for people learning generative video and AI creative workflows.
Skills
Generative video, Creative AI, AI media workflows
ComfyUI
ComfyUI examples · Intermediate
Useful for understanding node-based generative image workflows and reproducible pipelines.
Skills
Image generation, Workflow graphs, Stable Diffusion
Stability AI
Stability AI docs · Beginner to intermediate
Developer-focused material for using Stable Diffusion and Stability APIs.
Skills
Image generation, API workflows, Creative AI
Replicate
Replicate docs and examples · Beginner to intermediate
Fast route to test many hosted AI models without managing infrastructure.
Skills
Model APIs, Prototyping, Image generation, LLM apps
Modal
Modal examples · Intermediate
Useful for learning how to run AI workloads, inference jobs, and GPU tasks in production-like environments.
Skills
Deployment, GPU workloads, AI engineering, Batch jobs
Qdrant
Qdrant Learning Center · Beginner to intermediate
Good for vector search concepts and practical retrieval implementation.
Skills
Vector search, RAG, Embeddings, Search
Chroma
Chroma docs · Beginner to intermediate
Useful for fast local experiments with embeddings and retrieval.
Skills
Vector search, RAG, Embeddings, Local apps
Milvus
Milvus tutorials · Intermediate
Good for learning vector database concepts and scaling retrieval systems.
Skills
Vector databases, RAG, Embeddings, Search
Neo4j
Neo4j GraphRAG learning · Intermediate
Useful when plain vector retrieval does not capture relationships in your data.
Skills
GraphRAG, Knowledge graphs, RAG, Retrieval
Lance Martin
LangChain and LangGraph tutorials · Intermediate
Hands-on notebooks for LangGraph, agent patterns, retrieval, and stateful LLM apps.
Skills
LangGraph, Agents, RAG, LLM orchestration
Greg Kamradt
Data Independent AI tutorials · Beginner to intermediate
Practical walkthroughs for retrieval, LLM application patterns, and common developer questions.
Skills
RAG, LLM apps, Prompting, Evaluation
James Briggs
James Briggs AI tutorials · Beginner to intermediate
Useful practical explanations of embeddings, retrieval, LangChain, Pinecone, and agent workflows.
Skills
Vector search, RAG, Agents, Embeddings
Connor Shorten
Weaviate education videos · Beginner to intermediate
Good interviews and tutorials around vector databases, retrieval systems, and AI app patterns.
Skills
Vector search, RAG, Hybrid search, Agents
Nils Reimers
Sentence Transformers · Intermediate
Essential education for understanding sentence embeddings and semantic search in practice.
Skills
Embeddings, Semantic search, Vector search, NLP
Phil Schmid
Hugging Face LLM tutorials · Intermediate to advanced
Hands-on guides for fine-tuning, serving, and using open-source models with Hugging Face tooling.
Skills
Open models, Fine-tuning, Deployment, Transformers
Lewis Tunstall
NLP with Transformers · Intermediate
Strong practical guide to using Transformer models for real NLP tasks.
Skills
Transformers, NLP, Open models, Fine-tuning
Luis Serrano
Serrano Academy · Beginner to intermediate
Clear visual explanations of machine learning and AI math concepts.
Skills
ML foundations, Math, Neural networks, AI foundations
Brandon Rohrer
Brandon Rohrer ML explanations · Beginner to intermediate
Good plain-English explanations of ML concepts, pitfalls, and practical mental models.
Skills
ML foundations, Deep learning, Model intuition
Tina Huang
Tina Huang AI and data career videos · Beginner
Accessible learning and career guidance for people entering data and AI work.
Skills
AI literacy, Data skills, Career learning, Prompting
Krish Naik
Krish Naik AI tutorials · Beginner to intermediate
Large catalog of practical machine learning, deep learning, and generative AI tutorials.
Skills
Machine learning, Deep learning, LLM apps, MLOps
Sentdex
Sentdex AI tutorials · Beginner to intermediate
Practical Python-first tutorials across ML, deep learning, and reinforcement learning.
Skills
Python ML, Deep learning, Reinforcement learning, AI coding
Nicholas Renotte
Nicholas Renotte AI tutorials · Beginner to intermediate
Project-based AI tutorials for people who learn by building demos and prototypes.
Skills
Computer vision, LLM apps, Python ML, Deep learning
Dave Ebbelaar
Dave Ebbelaar AI automation · Beginner to intermediate
Practical AI automation videos for workflows, agents, and business process improvements.
Skills
Automation, Agents, AI workflows, No-code tools
Matt Wolfe
Future Tools · Beginner
Useful for discovering tools, then pairing that discovery with deeper implementation resources.
Skills
Tool discovery, Creative AI, AI workflows
Matt Shumer
HyperWrite and AI workflow writing · Beginner to intermediate
Useful for practical writing, prompt, and workflow examples around AI assistants.
Skills
Prompting, Writing with AI, AI workflows
Riley Goodside
Riley Goodside prompting examples · Intermediate
Highly useful for seeing concrete prompt behavior, model quirks, and edge cases.
Skills
Prompting, LLM behavior, AI safety, Model limits
Sean Grove
OpenAI and AI engineering talks · Intermediate
Useful for thinking about AI-native software, structured workflows, and developer experience.
Skills
AI engineering, Developer tools, Agents, Structured data
Relevance AI
Relevance AI Academy · Beginner to intermediate
Useful for teams learning agent workflows without building every piece from scratch.
Skills
Agents, Automation, AI workflows, No-code tools
Gumloop
Gumloop tutorials · Beginner to intermediate
Template-led way to learn AI automations for research, scraping, enrichment, and repetitive operations.
Skills
Automation, No-code AI, AI workflows, Agents
CrewAI
CrewAI docs · Intermediate
Useful for learning role-based multi-agent patterns and orchestration concepts.
Skills
Agents, Multi-agent workflows, Tool use, Automation
AutoGen
Microsoft AutoGen docs · Intermediate
Good for learning multi-agent design patterns and conversation-based orchestration.
Skills
Agents, Multi-agent workflows, Tool use, AI engineering
OpenRouter
OpenRouter docs · Beginner to intermediate
Useful for learning model comparison, routing, fallback behavior, and API-compatible experimentation across proprietary and open model families.
Skills
Model routing, Model comparison, Claude Opus, GPT models, Gemini, Llama, Mistral, DeepSeek, Qwen, API examples, Evaluation
Google AI for Developers
Gemini API model docs · Beginner to advanced
Official Gemini material for learning model versions, multimodal capabilities, long-context tradeoffs, and Google AI Studio workflows.
Skills
Gemini, Multimodal AI, Long context, Model selection, AI Studio, API examples
Meta Llama
Llama docs · Beginner to advanced
Official path into the Llama model family, open-weight deployment, model access, hosting, and integration decisions.
Skills
Llama, Open models, Local models, Fine-tuning, Model deployment
Mistral AI
Mistral models docs · Beginner to advanced
Official material for comparing Mistral model capabilities, tradeoffs, deployment options, and agent or coding use cases.
Skills
Mistral models, Open models, Model selection, Agents, Coding, Multimodal AI
Cohere
Cohere model docs · Beginner to advanced
Official material for learning Cohere chat, embedding, and rerank models, especially for grounded enterprise retrieval workflows.
Skills
Command models, RAG, Embeddings, Reranking, Enterprise AI, Model selection
DeepSeek
DeepSeek API docs · Beginner to advanced
Official DeepSeek API material for learning model access, OpenAI-compatible usage, reasoning mode, pricing, and migration details.
Skills
DeepSeek, Reasoning models, Coding models, OpenAI-compatible APIs, Model selection
Qwen
Qwen API platform · Beginner to advanced
Official Qwen material for learning the model family, API access, multilingual capabilities, agent work, and coding-oriented models.
Skills
Qwen, Open models, Multilingual AI, Coding agents, Model selection
xAI
xAI Grok model docs · Beginner to advanced
Official xAI material for learning Grok model choices across chat, coding, image, video, and voice APIs.
Skills
Grok, Reasoning models, Coding models, Image models, Video models, Model selection
Perplexity
Perplexity API docs · Beginner to advanced
Official material for learning web-grounded AI search, Sonar, Agent API workflows, citations, retrieval, and model choice.
Skills
AI search, Sonar, Agent API, Grounded answers, Model selection, Research workflows
Together AI
Together AI model catalog · Beginner to advanced
Useful for learning which open and hosted models are available through a unified inference platform.
Skills
Open models, Serverless inference, Llama, Qwen, DeepSeek, Mistral, Model hosting
Ollama
Ollama docs · Beginner to intermediate
Practical route into running and testing local models on your own machine.
Skills
Local models, LLM tools, AI engineering, Privacy
llama.cpp
llama.cpp examples · Intermediate to advanced
Core educational repo for understanding local inference, quantization, and efficient model running.
Skills
Local models, Inference, Quantization, AI engineering
Learning paths
AI foundations
Everyone
Learn first
- What LLMs can and cannot do
- Tokens, context windows, hallucinations
- Privacy and data handling
Good matches
Open next
Prompting and writing
Writers, operators, PMs, founders
Learn first
- Clear task framing
- Examples and constraints
- Editing, synthesis, and critique loops
Good matches
Open next
Automation and agents
Founders, operations teams, developers
Learn first
- Trigger-based workflows
- Tool calling
- Agent failure modes
- Human review points
Good matches
Open next
AI product work
PMs, designers, founders
Learn first
- AI UX patterns
- Use-case selection
- Prototyping
- Measuring quality
Good matches
Open next
Coding with AI
Software developers
Learn first
- Codebase navigation
- Test generation
- Refactoring
- Reviewing AI output
Good matches
Open next
RAG and knowledge systems
Developers building AI apps
Learn first
- Chunking and retrieval
- Structured extraction
- Reranking
- Grounded answers
Good matches
Open next
Evals and reliability
AI product teams
Learn first
- Test sets
- Human review
- Regression checks
- Quality metrics
Good matches
Open next
Model internals
Engineers who want deeper understanding
Learn first
- Neural nets from scratch
- Transformers
- Training loops
- Fine-tuning basics
Good matches
Open next
Production AI engineering
Engineering teams
Learn first
- Observability
- Cost and latency
- Deployment
- Data pipelines
Good matches
Open next
Strategy and adoption
Leaders, managers, founders
Learn first
- Team habits
- Org workflows
- Policy
- Change management
Good matches
Open next
Frontier models and model selection
Builders choosing between Claude Opus, GPT, Gemini, Llama, Mistral, Cohere, DeepSeek, Qwen, Grok, Perplexity, and hosted open models
Learn first
- When to use Claude Opus or GPT-class reasoning models for complex coding, analysis, and long-horizon agent work
- How Gemini, Llama, Mistral, Cohere, DeepSeek, Qwen, Grok, and Perplexity differ by modality, openness, retrieval, coding, and price
- Context windows, output limits, latency, pricing, tool support, and eval-based routing
- How to migrate safely when frontier model versions change
Good matches
Open next
Resources
Neural Networks: Zero to Hero
Video course · Andrej Karpathy · Intermediate
You want to understand neural networks and language models from code.
model internals, neural networks, coding
Practical Deep Learning for Coders
Free course · fast.ai · Intermediate
You can code and want a practical route into training models.
deep learning, pytorch, training
ChatGPT Prompt Engineering for Developers
Short course · DeepLearning.AI · Beginner
You want a short, structured intro to prompting for software tasks.
prompting, developers, api
OpenAI Cookbook
GitHub repo · OpenAI · Beginner to advanced
You need implementation examples rather than theory.
api, examples, rag, agents
Microsoft AI Agents for Beginners
GitHub repo · Microsoft · Beginner to intermediate
You want a structured agent learning path with code.
agents, workshops, beginner
Build a Large Language Model From Scratch
GitHub repo / book · Sebastian Raschka · Intermediate
You want to build an LLM step by step.
llm internals, pytorch, training
The Illustrated Transformer
Visual guide · Jay Alammar · Beginner to intermediate
Transformer architecture still feels fuzzy.
transformers, visual, foundations
Learn Prompting
Guide · Sander Schulhoff · Beginner to intermediate
You need a broad prompt engineering reference.
prompting, safety, education
Prompt Engineering Guide
Guide · DAIR.AI · Beginner to advanced
You want examples of prompting techniques and patterns.
prompting, rag, reasoning, agents
AI Engineering
Book · Chip Huyen · Intermediate to advanced
You are moving from demos to production systems.
ai engineering, production, systems
LLM Evals
Guide · Hamel Husain · Intermediate
Your AI app needs quality checks before users see it.
evals, quality, llm apps
RLHF Book
Book · Nathan Lambert · Advanced
You want to understand post-training and preference optimization.
rlhf, alignment, post-training
OpenAI model guide
Model docs · OpenAI · Beginner to advanced
You need to choose between GPT models, reasoning models, latency-sensitive models, and cost-sensitive API paths.
openai, gpt, gpt-5, reasoning models, model selection
OpenAI reasoning model guide
Guide · OpenAI · Intermediate
You need to understand when internal reasoning is useful for coding, scientific work, agents, and harder multi-step tasks.
openai, gpt, reasoning models, agents, coding
Claude models overview
Model docs · Anthropic · Beginner to advanced
You need the official comparison of Claude models before choosing Opus, Sonnet, or a lower-cost option.
claude, anthropic, opus, claude opus, sonnet
Claude Opus
Model page · Anthropic · Beginner to advanced
You are deciding whether Opus-level quality is worth the cost for complex code, document, agent, or analysis work.
claude, anthropic, opus, claude opus, coding
Gemini API models
Model docs · Google AI for Developers · Beginner to advanced
You need to compare Gemini model versions, context windows, modalities, stable releases, and experimental model IDs.
gemini, google, multimodal, long context, model selection
Llama docs
Model docs · Meta Llama · Beginner to advanced
You need to learn model access, hosting options, integrations, and practical deployment routes for Llama.
llama, meta, open models, open weights, local models
Mistral models overview
Model docs · Mistral AI · Beginner to advanced
You need to compare Mistral model capabilities, performance tradeoffs, and use-case fit.
mistral, open models, commercial models, model selection, coding
Cohere models overview
Model docs · Cohere · Beginner to advanced
You need to choose between Cohere chat, embedding, and rerank models for grounded enterprise search.
cohere, command, rag, embeddings, reranking
DeepSeek API docs
API docs · DeepSeek · Beginner to advanced
You need first-call examples and OpenAI-compatible API usage for DeepSeek models.
deepseek, reasoning models, coding models, openai compatible, api examples
DeepSeek models and pricing
Model docs · DeepSeek · Beginner to advanced
You need current DeepSeek model names, pricing, and deprecation notes before building against the API.
deepseek, reasoning models, pricing, model deprecations, model selection
Qwen API platform
API docs · Qwen · Beginner to advanced
You need official Qwen API access, examples, and model-family context.
qwen, open models, multilingual, coding models, agent models
xAI Grok models
Model docs · xAI · Beginner to advanced
You need the official Grok model chooser for chat, coding, image, video, and voice workflows.
xai, grok, reasoning models, coding models, image models
Perplexity API overview
API docs · Perplexity · Beginner to advanced
You need to understand Search, Sonar, Agent, and Embeddings APIs for grounded AI research workflows.
perplexity, sonar, agent api, ai search, grounded answers
Perplexity Agent API models
Model docs · Perplexity · Intermediate
You need to compare third-party and Perplexity models available through Perplexity's Agent API.
perplexity, agent api, model selection, openai, anthropic
Together AI model catalog
Model catalog · Together AI · Beginner to advanced
You need to browse hosted open and proprietary models by provider and capability.
together ai, open models, llama, qwen, deepseek
Together AI serverless models
Model docs · Together AI · Intermediate
You need to learn how serverless hosted model inference works before deploying an app.
together ai, serverless inference, open models, model hosting, pricing
OpenRouter model catalog
Model catalog · OpenRouter · Beginner to advanced
You need to compare many model families through one catalog before testing prompts across providers.
openrouter, model comparison, model routing, opus, claude
OpenRouter quickstart
API docs · OpenRouter · Beginner to intermediate
You want one API-compatible route for experimenting with several models and fallbacks.
openrouter, model routing, fallbacks, api examples, model selection
Hugging Face model hub
Model catalog · Hugging Face · Beginner to advanced
You need to discover, compare, and run open model checkpoints, datasets, and demos.
hugging face, model hub, open models, llama, qwen
Hugging Face Agents Course
Free course · Hugging Face · Beginner to intermediate
You want a hands-on agent course that uses open-source tools.
agents, tools, open models
Hugging Face NLP Course
Free course · Hugging Face · Beginner to intermediate
You need the Transformer and NLP basics behind many AI apps.
transformers, nlp, open models
Anthropic Prompt Engineering Overview
Guide · Anthropic · Beginner to intermediate
You are building with Claude and want official prompting guidance.
prompting, claude, api
Google Machine Learning Crash Course
Free course · Google for Developers · Beginner
You need practical ML vocabulary before deeper AI engineering.
ml foundations, classification, neural networks
LangGraph Academy
Free course · LangChain · Intermediate
You want to build multi-step agent workflows with state.
agents, langgraph, llm orchestration
LlamaIndex Docs
Docs and examples · LlamaIndex · Intermediate
You need to connect LLMs to documents, data, and retrieval.
rag, agents, documents
W&B LLM Evaluation Course
Free course · Weights & Biases · Intermediate
You need to debug and measure LLM app quality.
evals, llm apps, observability
Kaggle Intro to Machine Learning
Micro-course · Kaggle · Beginner
You need small exercises for ML basics.
ml foundations, python, data
StatQuest Neural Networks
Video lesson · Josh Starmer · Beginner
You want a plain-language explanation of neural-network basics.
neural networks, statistics, foundations
3Blue1Brown Neural Networks
Video series · 3Blue1Brown · Beginner to intermediate
You need visual intuition for neural networks.
neural networks, visual, foundations
Learn PyTorch
Free book and videos · Daniel Bourke · Beginner to intermediate
You want to learn deep learning by writing PyTorch code.
pytorch, deep learning, computer vision
Pinecone Learn: Retrieval-Augmented Generation
Guide · Pinecone · Beginner to intermediate
You need to understand the moving parts of RAG.
rag, vector search, embeddings
Weaviate Academy
Free academy · Weaviate · Beginner to intermediate
You want structured vector database and retrieval lessons.
vector search, rag, hybrid search
Phoenix by Arize
Open source tool and docs · Arize AI · Intermediate
You need to trace, inspect, and evaluate LLM app behavior.
evals, observability, tracing
Langfuse Docs
Docs and cookbooks · Langfuse · Intermediate
You need production LLM tracing, scoring, and prompt operations.
observability, tracing, prompt management
Promptfoo Intro
Open source docs · Promptfoo · Intermediate
You need regression tests for prompts, models, and LLM outputs.
evals, prompt testing, red teaming
Made With ML
Free course · Made With ML · Intermediate
You need production ML habits that transfer to AI systems.
mlops, testing, deployment
DataTalks.Club ML Zoomcamp
Free cohort course · DataTalks.Club · Beginner to intermediate
You want a structured free path into ML engineering.
ml engineering, data, deployment
AI Evals for Engineers & PMs
Cohort course · Hamel Husain and Shreya Shankar · Intermediate
You are shipping AI features and need a serious evaluation workflow.
evals, product, llm reliability
AI Engineer Talks
Conference videos · AI Engineer · Intermediate to advanced
You want practitioner talks from builders working on the current AI stack.
ai engineering, agents, developer tools
Lenny's Podcast: AI product episodes
Podcast videos · Lenny Rachitsky · Beginner to advanced
You want AI product examples from PMs and founders.
product, ai adoption, strategy
The Cognitive Revolution
Podcast · Nathan Labenz · Intermediate to advanced
You want long-form interviews with AI builders and researchers.
ai strategy, research context, industry
Simon Willison: 2025 in LLMs so far
Talk · Simon Willison · Beginner to advanced
You want a grounded tour of current LLM tooling and tradeoffs.
llm tools, local models, ai engineering
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.
mlops, deployment, product ml
Initial Commit
Newsletter · Josh Pigford · Beginner to intermediate
Use this when you want Josh Pigford's material for founder workflows and related AI skills.
Founder workflows, Product ops, Automation
Builder Methods
Newsletter · Brian Casel · Beginner to intermediate
Use this when you want Brian Casel's material for founder workflows and related AI skills.
Founder workflows, Systems, Automation
Become an AI Powered Product Leader
Course · Peter Yang · Intermediate
Use this when you want Peter Yang's material for product strategy and related AI skills.
Product strategy, Writing, AI adoption
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.
Product, Growth, Team adoption
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 literacy, Workplace adoption, Strategy
AI Engineer
Conference talks · Swyx · Intermediate to advanced
Use this when you want Swyx's material for ai engineering and related AI skills.
AI engineering, Agents, Developer tools
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.
Prompting, Agents, RAG, ML foundations
fast.ai
Free course · Jeremy Howard · Intermediate
Use this when you want Jeremy Howard's material for deep learning and related AI skills.
Deep learning, PyTorch, Model training
fast.ai
Courses · Rachel Thomas · Beginner to intermediate
Use this when you want Rachel Thomas's material for practical ml and related AI skills.
Practical ML, Ethics, Education
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.
Neural networks, Backprop, LLM internals
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.
LLM tools, Prompting, AI safety, Local models
Instructor
Docs · Jason Liu · Intermediate
Use this when you want Jason Liu's material for structured outputs and related AI skills.
Structured outputs, Extraction, RAG
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.
Evals, RAG, LLM product quality
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.
Evals, LLM reliability, Product quality
AI Engineering
Book · Chip Huyen · Intermediate to advanced
Use this when you want Chip Huyen's material for ai engineering and related AI skills.
AI engineering, Systems, Production ML
Learn Prompting
Free guide · Sander Schulhoff · Beginner to intermediate
Use this when you want Sander Schulhoff's material for prompting and related AI skills.
Prompting, AI literacy, Security
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.
Prompting, RAG, Reasoning, Agents
Eugene Yan
Essays · Eugene Yan · Intermediate to advanced
Use this when you want Eugene Yan's material for applied ml and related AI skills.
Applied ML, Recommenders, LLM systems
RLHF Book
Book · Nathan Lambert · Advanced
Use this when you want Nathan Lambert's material for rlhf and related AI skills.
RLHF, Post-training, Alignment
Build a Large Language Model From Scratch
Book · Sebastian Raschka · Intermediate
Use this when you want Sebastian Raschka's material for llm internals and related AI skills.
LLM internals, PyTorch, Model training
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.
Transformers, Embeddings, LLM concepts
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.
Agents, RAG, ML research
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.
AI coding, Engineering workflows, Frontend
Latent Space
Podcast · Latent Space · Intermediate to advanced
Use this when you want Latent Space's material for ai engineering and related AI skills.
AI engineering, Industry context, Model ecosystem
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.
NLP research, Open models, Multilingual AI
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.
MLOps, Deployment, Product ML
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.
Agents, Transformers, Diffusion, Open models
Anthropic Learn
Model docs · Anthropic · Beginner to advanced
Use this when you want Anthropic's material for claude opus and related AI skills.
Claude Opus, Claude Sonnet, Prompting, Claude workflows, MCP
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.
ML foundations, Classification, Embeddings, Neural networks
LangChain Academy
Courses · LangChain · Intermediate
Use this when you want LangChain's material for langgraph and related AI skills.
LangGraph, Agents, LLM orchestration, RAG
LlamaIndex
Docs · Jerry Liu · Intermediate
Use this when you want Jerry Liu's material for rag and related AI skills.
RAG, Agents, Document workflows, Context augmentation
W&B Courses
Free courses · Weights & Biases · Intermediate
Use this when you want Weights & Biases's material for llm apps and related AI skills.
LLM apps, Evals, Experiment tracking, MLOps
OpenAI model docs and Cookbook
Model docs · OpenAI · Beginner to advanced
Use this when you want OpenAI's material for gpt models and related AI skills.
GPT models, Reasoning models, Model selection, Agents, RAG
AI Agents for Beginners
GitHub course · Microsoft · Beginner to intermediate
Use this when you want Microsoft's material for agents and related AI skills.
Agents, Multi-agent workflows, Tool use
Kaggle Learn
Micro-courses · Kaggle · Beginner
Use this when you want Kaggle's material for python and related AI skills.
Python, Machine learning, Data preparation, Computer vision
StatQuest
YouTube videos · Josh Starmer · Beginner to intermediate
Use this when you want Josh Starmer's material for ml foundations and related AI skills.
ML foundations, Statistics, Neural networks
Neural Networks series
Animated videos · 3Blue1Brown · Beginner to intermediate
Use this when you want 3Blue1Brown's material for neural networks and related AI skills.
Neural networks, Transformers, Mathematical intuition
Learn PyTorch
Free book · Daniel Bourke · Beginner to intermediate
Use this when you want Daniel Bourke's material for pytorch and related AI skills.
PyTorch, Deep learning, Computer vision
Python Engineer
YouTube tutorials · Patrick Loeber · Beginner to intermediate
Use this when you want Patrick Loeber's material for pytorch and related AI skills.
PyTorch, Python ML, LLM apps
AssemblyAI YouTube
YouTube tutorials · AssemblyAI · Beginner to intermediate
Use this when you want AssemblyAI's material for speech ai and related AI skills.
Speech AI, LLMs, Agents, ML concepts
Pinecone Learn
Guides · Pinecone · Beginner to advanced
Use this when you want Pinecone's material for vector databases and related AI skills.
Vector databases, RAG, Embeddings, Search
Weaviate Academy
Academy courses · Weaviate · Beginner to intermediate
Use this when you want Weaviate's material for vector search and related AI skills.
Vector search, RAG, Hybrid search, Embeddings
Phoenix
Docs · Arize AI · Intermediate
Use this when you want Arize AI's material for observability and related AI skills.
Observability, Evals, Tracing, RAG debugging
Langfuse Docs
Docs · Langfuse · Intermediate
Use this when you want Langfuse's material for observability and related AI skills.
Observability, Prompt management, Evals, Tracing
Mirascope Learn
Docs · Mirascope · Intermediate
Use this when you want Mirascope's material for llm app architecture and related AI skills.
LLM app architecture, Prompt engineering, Tool calling
Vellum Guides
Guides · Vellum · Beginner to intermediate
Use this when you want Vellum's material for prompt management and related AI skills.
Prompt management, Evals, Workflow design
Humanloop Blog and Docs
Blog · Humanloop · Intermediate
Use this when you want Humanloop's material for prompt management and related AI skills.
Prompt management, Evals, LLM workflows
Promptfoo Docs
Docs · Promptfoo · Intermediate
Use this when you want Promptfoo's material for prompt testing and related AI skills.
Prompt testing, Evals, Red teaming
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.
Generative AI basics, Prompting, Business use cases
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.
TensorFlow, ML foundations, Computer vision, NLP
Deep Learning with Python
Book · François Chollet · Intermediate
Use this when you want François Chollet's material for keras and related AI skills.
Keras, Deep learning, Model design
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.
Scikit-learn, TensorFlow, ML foundations, Deep learning
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, Testing, Deployment, ML systems
MLOps Community
Talks · MLOps Community · Intermediate to advanced
Use this when you want MLOps Community's material for mlops and related AI skills.
MLOps, Production ML, AI systems, Community learning
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 product, AI leadership, AI workflows, Evals
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.
AI UX, Language model interfaces, Conceptual models
Linus Lee
Essays · Linus Lee · Intermediate
Use this when you want Linus Lee's material for ai interfaces and related AI skills.
AI interfaces, Personal tools, LLM UX
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.
AI workflows, Writing with AI, Business use cases
Ben's Bites
Newsletter · Ben Tossell · Beginner
Use this when you want Ben Tossell's material for ai news and related AI skills.
AI news, Tools, Workflow discovery
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.
AI strategy, Research context, Industry understanding
The Data Exchange
Podcast · Ben Lorica · Intermediate
Use this when you want Ben Lorica's material for data systems and related AI skills.
Data systems, ML engineering, AI trends
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.
ML engineering, MLOps, Data engineering
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.
Generative AI, Deep learning, Prompting, Agents
MarkTechPost
Articles · MarkTechPost · Intermediate
Use this when you want MarkTechPost's material for research discovery and related AI skills.
Research discovery, Tool discovery, AI news
CS50's Introduction to Artificial Intelligence with Python
Free course · Harvard CS50 · Beginner to intermediate
Use this when you want Harvard CS50's material for search and related AI skills.
Search, Knowledge representation, ML foundations, AI foundations
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.
Deep learning, Neural networks, Generative AI, Model training
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.
ML foundations, Supervised learning, Unsupervised learning, Model evaluation
Natural Language Processing with Deep Learning
Lectures · Stanford CS224N · Intermediate to advanced
Use this when you want Stanford CS224N's material for nlp and related AI skills.
NLP, Transformers, Embeddings, Language models
Convolutional Neural Networks for Visual Recognition
Course notes · Stanford CS231N · Intermediate
Use this when you want Stanford CS231N's material for computer vision and related AI skills.
Computer vision, Deep learning, Model training
Introduction to Artificial Intelligence
Course · Berkeley CS188 · Beginner to intermediate
Use this when you want Berkeley CS188's material for search and related AI skills.
Search, Planning, Reinforcement learning, AI foundations
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.
Deep learning, GPU computing, Generative AI, Deployment
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.
Cloud AI, Agents, MLOps, Generative AI
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.
Cloud AI, Vertex AI, Generative AI, MLOps
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.
Azure AI, Agents, Copilot, Cloud AI
IBM SkillsBuild AI
Courses · IBM SkillsBuild · Beginner
Use this when you want IBM SkillsBuild's material for ai foundations and related AI skills.
AI foundations, Generative AI basics, Business use cases
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.
AI foundations, Ethics, Society, ML basics
freeCodeCamp AI and machine learning courses
Articles · freeCodeCamp · Beginner to intermediate
Use this when you want freeCodeCamp's material for python and related AI skills.
Python, Machine learning, LLM apps, Coding with AI
DataCamp AI courses
Interactive courses · DataCamp · Beginner to intermediate
Use this when you want DataCamp's material for ai foundations and related AI skills.
AI foundations, Data skills, Prompting, ML foundations
Codecademy AI courses
Interactive courses · Codecademy · Beginner
Use this when you want Codecademy's material for ai foundations and related AI skills.
AI foundations, Python, Prompting, LLM apps
Udacity School of AI
Nanodegrees · Udacity · Beginner to advanced
Use this when you want Udacity's material for machine learning and related AI skills.
Machine learning, Deep learning, AI product, Computer vision
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 foundations, Machine learning, Generative AI, Business AI
edX artificial intelligence courses
Courses · edX AI · Beginner to advanced
Use this when you want edX AI's material for ai foundations and related AI skills.
AI foundations, Machine learning, Robotics, Ethics
AI for Education
Guides · Khan Academy · Beginner
Use this when you want Khan Academy's material for ai literacy and related AI skills.
AI literacy, Education, Tutoring workflows
Zapier AI automation guides
Guides · Zapier · Beginner to intermediate
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Automation, AI workflows, No-code tools
n8n AI workflow tutorials
Docs · n8n · Intermediate
Use this when you want n8n's material for automation and related AI skills.
Automation, Agents, Tool use, Workflow design
Make AI automation
Templates · Make · Beginner to intermediate
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Automation, No-code AI, Workflow design
Runway Academy
Tutorials · Runway · Beginner to intermediate
Use this when you want Runway's material for generative video and related AI skills.
Generative video, Creative AI, AI media workflows
ComfyUI examples
Examples · ComfyUI · Intermediate
Use this when you want ComfyUI's material for image generation and related AI skills.
Image generation, Workflow graphs, Stable Diffusion
Stability AI docs
Docs · Stability AI · Beginner to intermediate
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Image generation, API workflows, Creative AI
Replicate docs and examples
Docs · Replicate · Beginner to intermediate
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Model APIs, Prototyping, Image generation, LLM apps
Modal examples
Docs · Modal · Intermediate
Use this when you want Modal's material for deployment and related AI skills.
Deployment, GPU workloads, AI engineering, Batch jobs
Qdrant Learning Center
Docs · Qdrant · Beginner to intermediate
Use this when you want Qdrant's material for vector search and related AI skills.
Vector search, RAG, Embeddings, Search
Chroma docs
Docs · Chroma · Beginner to intermediate
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Vector search, RAG, Embeddings, Local apps
Milvus tutorials
Docs · Milvus · Intermediate
Use this when you want Milvus's material for vector databases and related AI skills.
Vector databases, RAG, Embeddings, Search
Neo4j GraphRAG learning
Guides · Neo4j · Intermediate
Use this when you want Neo4j's material for graphrag and related AI skills.
GraphRAG, Knowledge graphs, RAG, Retrieval
LangChain and LangGraph tutorials
Notebooks · Lance Martin · Intermediate
Use this when you want Lance Martin's material for langgraph and related AI skills.
LangGraph, Agents, RAG, LLM orchestration
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.
RAG, LLM apps, Prompting, Evaluation
James Briggs AI tutorials
YouTube tutorials · James Briggs · Beginner to intermediate
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Vector search, RAG, Agents, Embeddings
Weaviate education videos
YouTube tutorials · Connor Shorten · Beginner to intermediate
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Vector search, RAG, Hybrid search, Agents
Sentence Transformers
Docs · Nils Reimers · Intermediate
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Embeddings, Semantic search, Vector search, NLP
Hugging Face LLM tutorials
Tutorials · Phil Schmid · Intermediate to advanced
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Open models, Fine-tuning, Deployment, Transformers
NLP with Transformers
Book · Lewis Tunstall · Intermediate
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Transformers, NLP, Open models, Fine-tuning
Serrano Academy
YouTube lessons · Luis Serrano · Beginner to intermediate
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ML foundations, Math, Neural networks, AI foundations
Brandon Rohrer ML explanations
Essays · Brandon Rohrer · Beginner to intermediate
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ML foundations, Deep learning, Model intuition
Tina Huang AI and data career videos
YouTube videos · Tina Huang · Beginner
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AI literacy, Data skills, Career learning, Prompting
Krish Naik AI tutorials
YouTube tutorials · Krish Naik · Beginner to intermediate
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Machine learning, Deep learning, LLM apps, MLOps
Sentdex AI tutorials
YouTube tutorials · Sentdex · Beginner to intermediate
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Python ML, Deep learning, Reinforcement learning, AI coding
Nicholas Renotte AI tutorials
YouTube tutorials · Nicholas Renotte · Beginner to intermediate
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Computer vision, LLM apps, Python ML, Deep learning
Dave Ebbelaar AI automation
YouTube tutorials · Dave Ebbelaar · Beginner to intermediate
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Automation, Agents, AI workflows, No-code tools
Future Tools
Tool directory · Matt Wolfe · Beginner
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Tool discovery, Creative AI, AI workflows
HyperWrite and AI workflow writing
Guides · Matt Shumer · Beginner to intermediate
Use this when you want Matt Shumer's material for prompting and related AI skills.
Prompting, Writing with AI, AI workflows
Riley Goodside prompting examples
Examples · Riley Goodside · Intermediate
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Prompting, LLM behavior, AI safety, Model limits
OpenAI and AI engineering talks
Talks · Sean Grove · Intermediate
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AI engineering, Developer tools, Agents, Structured data
Relevance AI Academy
Academy · Relevance AI · Beginner to intermediate
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Agents, Automation, AI workflows, No-code tools
Gumloop tutorials
Templates · Gumloop · Beginner to intermediate
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Automation, No-code AI, AI workflows, Agents
CrewAI docs
Docs · CrewAI · Intermediate
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Agents, Multi-agent workflows, Tool use, Automation
Microsoft AutoGen docs
Docs · AutoGen · Intermediate
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Agents, Multi-agent workflows, Tool use, AI engineering
OpenRouter docs
Docs · OpenRouter · Beginner to intermediate
Use this when you want OpenRouter's material for model routing and related AI skills.
Model routing, Model comparison, Claude Opus, GPT models, Gemini
Gemini API model docs
Model docs · Google AI for Developers · Beginner to advanced
Use this when you want Google AI for Developers's material for gemini and related AI skills.
Gemini, Multimodal AI, Long context, Model selection, AI Studio
Llama docs
Docs · Meta Llama · Beginner to advanced
Use this when you want Meta Llama's material for llama and related AI skills.
Llama, Open models, Local models, Fine-tuning, Model deployment
Mistral models docs
Model docs · Mistral AI · Beginner to advanced
Use this when you want Mistral AI's material for mistral models and related AI skills.
Mistral models, Open models, Model selection, Agents, Coding
Cohere model docs
Model docs · Cohere · Beginner to advanced
Use this when you want Cohere's material for command models and related AI skills.
Command models, RAG, Embeddings, Reranking, Enterprise AI
DeepSeek API docs
API docs · DeepSeek · Beginner to advanced
Use this when you want DeepSeek's material for deepseek and related AI skills.
DeepSeek, Reasoning models, Coding models, OpenAI-compatible APIs, Model selection
Qwen API platform
API docs · Qwen · Beginner to advanced
Use this when you want Qwen's material for qwen and related AI skills.
Qwen, Open models, Multilingual AI, Coding agents, Model selection
xAI Grok model docs
Model docs · xAI · Beginner to advanced
Use this when you want xAI's material for grok and related AI skills.
Grok, Reasoning models, Coding models, Image models, Video models
Perplexity API docs
API docs · Perplexity · Beginner to advanced
Use this when you want Perplexity's material for ai search and related AI skills.
AI search, Sonar, Agent API, Grounded answers, Model selection
Together AI model catalog
Model catalog · Together AI · Beginner to advanced
Use this when you want Together AI's material for open models and related AI skills.
Open models, Serverless inference, Llama, Qwen, DeepSeek
Ollama docs
Docs · Ollama · Beginner to intermediate
Use this when you want Ollama's material for local models and related AI skills.
Local models, LLM tools, AI engineering, Privacy
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.
Local models, Inference, Quantization, AI engineering