AI Learning Hub
Free AI learning resources I personally found useful
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Machine Learning Crash Course
GoogleMachine Learning Basics
π Courseβ± 3-4 hrs/weekHands-on intro with practical exercises and clear pacing.The Batch
DeepLearning.AIAI News Literacy
π¬ Newsletterβ± 20 min/weekClear weekly signal from Andrew Ng and DeepLearning.AI.Elements of AI
University of HelsinkiAI Foundations
π Courseβ± 2-3 hrs/weekBuild first-principles understanding without math overload.Learn RAG From Scratch - Python AI Tutorial
freeCodeCampRAG Basics
π¬ Videoβ± 2-3 hrsBeginner-friendly RAG tutorial led by a LangChain engineer.Learn Algorithms and Data Structures in Python
freeCodeCampCore Programming
π Essayβ± 1-2 hrs/weekSolid computer science foundations for better AI engineering fluency.Two Minute Papers
Two Minute PapersResearch Awareness
π¬ Videoβ± 30 min/weekQuick exposure to emerging AI ideas in plain language.Metabase
MetabaseAnalytics Foundations
π§ Learning Pathsβ± 1-2 hrs/weekOpen-source BI tooling useful for metrics and AI product instrumentation.Claude Code for Product Managers
CC for PMsAI PM Workflow
π Courseβ± 2-3 hrs/weekHands-on walkthrough for product managers using Claude Code.Claude Code for Non-Coders | A Complete Beginner's Guide
Chase AIAI Coding Assistants
π¬ Videoβ± 45-60 minPractical intro to using Claude Code without a software background.
Once You Have Momentum
Next layer
AI Agents in LangGraph
DeepLearning.AIAgent Workflows
π Courseβ± 2-4 hrs/weekShort course focused on building AI agents with LangGraph.Carrying Out Error Analysis
DeepLearning.AIModel Evaluation
π¬ Videoβ± 15-20 minFocused lesson on running error analysis loops in ML projects.Build a RAG agent with LangChain
LangChainRAG Systems
π οΈ Code Recipesβ± 1-2 hrs/weekOfficial implementation guide for Retrieval-Augmented Generation pipelines.LangSmith Observability
LangChainLLM Observability
π§ Learning Pathsβ± 1-2 hrs/weekPlatform guide for tracing and monitoring LLM and agent behavior.How Dosu Used LangSmith with No Prompt Engineering
LangChainLLM Evaluation
π Essayβ± 20 minUseful case study on measurement and quality improvements in production.Hugging Face Course
Hugging FaceLLM Tooling
π Courseβ± 3-5 hrs/weekLearn transformer workflows and model APIs step by step.Kaggle Learn
KagglePractical Data Skills
π§© Micro-coursesβ± 2-3 hrs/weekFast, practical drills for SQL, Python, and model workflows.Shiny for Python
PositData Apps
π Courseβ± 2-3 hrs/weekBuild interactive Python apps for analysis, demos, and internal tooling.Lennyβs Podcast
Lenny's NewsletterProduct + AI
π§ Podcastβ± 45 min/weekPractical operator lessons from product and growth leaders.Machine Learning Street Talk
ML Street TalkAI Research
π¬ Videoβ± 1-2 hrs/weekLong-form conversations on frontier research and model behavior.MonsterUI: Bringing Beautiful UI to FastHTML
Answer.AIFrontend for AI Tools
π Essayβ± 20-30 minDesign-focused writeup for making FastHTML apps look production-ready.FastHTML Docs
FastHTMLPython Web UI
π οΈ Code Recipesβ± 1-2 hrs/weekDocumentation for building Python-first web interfaces quickly.LangChain Full Crash Course - AI Agents in Python
NeuralNineLangChain + Agents
π¬ Videoβ± 2-3 hrsEnd-to-end video build for LangChain agent patterns in Python.NEW Copilot Workflows Agent Will Automate Your Job (Full Tutorial)
Collaboration SimplifiedAI Agent Workflows
π¬ Videoβ± 45-60 minHands-on walkthrough for setting up Copilot workflow agents from scratch.
The Interesting Stuff
Stretch and explore
OpenAI Cookbook
OpenAIPrompting + APIs
π οΈ Code Recipesβ± 2-4 hrs/weekProduction-ready patterns for prompts, tools, and evals.Microsoft Learn for AI
MicrosoftEnterprise AI
π§ Learning Pathsβ± 2-4 hrs/weekUseful for governance, architecture, and business deployment.An Atari game from 1979 wrecked ChatGPT in chess
IBMModel Limitations
π Essayβ± 15-20 minHelpful reminder to separate impressive demos from robust reasoning.How EA Agent Scales AI to Transform Enterprise Architecture
SalesforceEnterprise AI
π Essayβ± 20-30 minReal enterprise case study on scaling AI architecture work.Full Stack Deep Learning
FSDLAI System Design
π Courseβ± 4-6 hrs/weekConnect model thinking to product and deployment reality.Error Analysis: The Highest ROI Technique in AI Engineering
Hamel HusainEvaluation Strategy
π¬ Videoβ± 30-45 minPractical framing for why error analysis improves model quality fastest.Intro to Error Analysis: Custom Data Annotation Apps
Hamel HusainEvaluation Tooling
π¬ Videoβ± 45-60 minShows how to build annotation workflows for better model evaluation.Hamel Husain's Blog
Hamel HusainAI Engineering Practice
π Essayβ± 45 min/weekHigh-signal essays on LLM evaluation, error analysis, and workflows.a16z AI Canon
a16zAI Business Strategy
π Essayβ± 45 min/weekFrameworks for AI product strategy and market positioning.State of AI Report
State of AIIndustry Direction
π Reportβ± 1 hr/monthTrack market, research, and product shifts with one artifact.Parlance Education: Fine-Tuning Track
Parlance LabsFine-Tuning
π§ Learning Pathsβ± 2-3 hrs/weekStructured educational resources focused on modern fine-tuning practice.Enterprise AI Architecture Series: Semantic Layer
Enterprise KnowledgeData + Semantic Layer
π Essayβ± 20-30 minExplains adding business context to structured data for AI systems.Latent Space
Latent SpaceAI Engineering
π§ Podcastβ± 1 hr/weekDeep technical interviews for AI builders and infrastructure teams.meaning.it
IntangiblesAI Culture + Thinking
π Essayβ± 15-20 minEssay-style perspective source for broader AI context and meaning-making.Co-Intelligence
Penguin Random HouseAI Fluency
π Bookβ± 30 min/dayPractical mental models for human and AI collaboration at work.