Forge Your Master
Artificial Intelligence.

"Forge Your Master Artificial Intelligence" โ€” The Ultimate Foundry v2.0

Chronological_Sequence

Learning Paths

Total_Resources: 215 Items

๐ŸŒฑ

Beginner

4-8 Weeks // 45 Items

  • Python Programming
  • Math for ML
  • Linear Algebra
โš™๏ธ

Intermediate

8-16 Weeks // 60 Items

  • Deep Learning
  • PyTorch/TensorFlow
  • Transformers
๐Ÿง 

Advanced

12-24 Weeks // 80 Items

  • LLM Fine-tuning
  • RAG Systems
  • AI Agents
๐ŸŒŒ

Frontier

Ongoing // 30 Items

  • Research Papers
  • Scaling Laws
  • Multimodal
Beginner Foundations
GitHub

generative-ai-for-beginners

21 Lessons, Get Started Building with Generative AI

Beginner Agentic Architecture
GitHub

ai-agents-for-beginners

12 Lessons to Get Started Building AI Agents

Beginner Foundations
GitHub

AI-For-Beginners

12 Weeks, 24 Lessons, AI for All!

Beginner Foundations
GitHub

ML-For-Beginners

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

Beginner Foundations
GitHub

Prompt-Engineering-Guide

๐Ÿ™ Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

Beginner Math
GitHub

Mathematics-for-ML

๐Ÿงฎ A collection of resources to learn mathematics for machine learning

Beginner Foundations
GitHub

llm-course

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

Beginner Foundations
GitHub

30-Days-Of-Python

The 30 Days of Python programming challenge is a step-by-step guide to learn the Python programming language in 30 days. This challenge may take more than 100 days. Follow your own pace. These videos may help too: https://www.youtube.com/channel/UC7PNRuno1rzYPb1xLa4yktw

Beginner Projects
GitHub

awesome-llm-apps

Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and opensource models.

Beginner Projects
GitHub

15-ai-projects

Essential AI logic.

Beginner Roadmaps
GitHub

developer-roadmap

Interactive roadmaps, guides and other educational content to help developers grow in their careers.

Beginner Foundations
GitHub

Hands-On-AI-Engineering

Essential AI logic.

Beginner Agentic Architecture
GitHub

GenAI_Agents

This repository provides tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. It serves as a comprehensive guide for building intelligent, interactive AI systems.

Beginner Foundations
GitHub

generative_ai_project

A production-ready template to kickstart your Generative AI projects with structure and scalability in mind.

Beginner Agentic Architecture
GitHub

orion

A smart multi-agent system to turn prompts into GitHub PRs.

Beginner Infrastructure
GitHub

fastmcp

The fast, Pythonic way to build MCP servers and clients.

Beginner Agentic Architecture
GitHub

ChatDev

Dev All through LLM-powered Multi-Agent Collaboration.

Beginner Agentic Architecture
GitHub

DeepAnalyze

The first agentic LLM for autonomous data science.

Beginner Architecture
GitHub

RAG-Anything

All-in-one Multimodal Document Processing RAG system built on LightRAG.

Beginner Infrastructure
GitHub

fastapi_mcp

Expose secure FastAPI endpoints as MCP tools with minimal setup and authentication.

Beginner Infrastructure
GitHub

coderunner

Turns LLMs into an instant execution partner that writes and runs code in a preconfigured sandbox.

Beginner Agentic Architecture
GitHub

open-agent-builder

Visual workflow builder for AI agents powered by Firecrawl.

Beginner Agentic Architecture
GitHub

agent-lightning

The absolute trainer to light up AI agents.

Beginner Foundations
GitHub

agent-starter-pack

Ship AI Agents to Google Cloud in minutes with built-in CI/CD and observability.

Beginner Infrastructure
GitHub

serena

Semantic code editing and retrieval for agent-driven coding.

Beginner Infrastructure
GitHub

Peekaboo

Swift code analysis that turns screen content into actionable AI context.

Beginner Infrastructure
GitHub

context7

Pulls up-to-date, version-specific documentation straight from your code.

Beginner Infrastructure
GitHub

ollama

Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.

Beginner Infrastructure
GitHub

dify

Production-ready platform for agentic workflow development.

Beginner Architecture
GitHub

RAG_Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and contextually rich responses.

Beginner Engineering
GitHub

system-design-primer

Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.

Beginner MLOps
GitHub

dmls-book

Summaries and resources for Designing Machine Learning Systems book (Chip Huyen, O'Reilly 2022)

Beginner MLOps
GitHub

Made-With-ML

Learn how to develop, deploy and iterate on production-grade ML applications.

Beginner MLOps
GitHub

MLOps-Basics

Essential AI logic.

Beginner Education
GitHub

spinningup

An educational resource to help anyone learn deep reinforcement learning.

Beginner Education
GitHub

reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

Beginner Education
GitHub

nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

Beginner Foundations
GitHub

LLM-Agents-Papers

A repo lists papers related to LLM based agent

Beginner Education
GitHub

Hands-On-Large-Language-Models

Official code repo for the O'Reilly Book - "Hands-On Large Language Models"

Beginner Projects
GitHub

Paper2Code

Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning

Beginner Education
GitHub

production-agentic-rag-course

Essential AI logic.

Beginner Engineering
GitHub

tech-interview-handbook

Curated coding interview preparation materials for busy software engineers

Beginner Engineering
GitHub

system-design-academy

If you want to become good at system design, join this newsletter now ๐Ÿ‘‡

Beginner Resources
GitHub

public-apis

A collective list of free APIs.

Beginner Resources
GitHub

free-programming-books

:books: Freely available programming books

Beginner Resources
GitHub

system-prompts-and-models-of-ai-tools

FULL Augment Code, Claude Code, Cluely, CodeBuddy, Comet, Cursor, Devin AI, Junie, Kiro, Leap.new, Lovable, Manus, NotionAI, Orchids.app, Perplexity, Poke, Qoder, Replit, Same.dev, Trae, Traycer AI, VSCode Agent, Warp.dev, Windsurf, Xcode, Z.ai Code, Dia & v0. (And other Open Sourced) System Prompts, Internal Tools & AI Models

Beginner Resources
GitHub

open-docs

Documentation created to better understand open projects.

Beginner Resources
GitHub

free-llm-api-resources

A list of free LLM inference resources accessible via API.

Beginner Engineering
GitHub

gh-aw

GitHub Agentic Workflows

Beginner Infrastructure
GitHub

nuxt-mcp-dev

Nuxt developer tools for route inspection and SSR debugging.

Beginner Infrastructure
GitHub

unity-mcp

Interface with game engine APIs for AI-assisted game development.

Beginner Infrastructure
GitHub

inspector

Tool for testing and debugging MCP servers by inspecting protocol handshakes.

Beginner Infrastructure
GitHub

n8n-mcp

Enhances n8nโ€™s workflow automation by streamlining creation and orchestration.

Beginner Projects
GitHub

AI-Tutorial-Codes-Included

Codes and Notebooks for AI Projects.

Beginner Infrastructure
GitHub

langchain

The agent engineering platform

Beginner Agents
GitHub

AutoGPT

AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.

Beginner Models
GitHub

stable-diffusion-webui

Stable Diffusion web UI

Beginner Models
GitHub

MiniCPM-o

A Gemini 2.5 Flash Level MLLM for Vision, Speech, and Full-Duplex Multimodal Live Streaming on Your Phone

Beginner Agents
GitHub

monty

A minimal, secure Python interpreter written in Rust for use by AI

Beginner Agents
GitHub

Vision-Agents

Open Vision Agents by Stream. Build Vision Agents quickly with any model or video provider. Uses Stream's edge network for ultra-low latency.

Beginner Agents
GitHub

TradingAgents-CN

ๅŸบไบŽๅคšๆ™บ่ƒฝไฝ“LLM็š„ไธญๆ–‡้‡‘่žไบคๆ˜“ๆก†ๆžถ - TradingAgentsไธญๆ–‡ๅขžๅผบ็‰ˆ

Beginner Agents
GitHub

claude-skills

66 Specialized Skills for Full-Stack Developers. Transform Claude Code into your expert pair programmer.

Beginner Infrastructure
GitHub

baserow

Build databases, automations, apps & agents with AI โ€” no code. Open source platform available on cloud and self-hosted. GDPR, HIPAA, SOC 2 compliant. Best Airtable alternative.

Beginner Infrastructure
GitHub

shannon

Shannon Lite is an autonomous, white-box AI pentester for web applications and APIs. It analyzes your source code, identifies attack vectors, and executes real exploits to prove vulnerabilities before they reach production.

Beginner Infrastructure
GitHub

AionUi

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | ๐ŸŒŸ Star if you like it!

Beginner Infrastructure
GitHub

awesome-mcp-servers

A collection of MCP servers.

Beginner Engineering
GitHub

resources-to-become-a-great-engineering-leader

List of books, blogs, newsletters and people!

Beginner Industry / Trends
Newsletter

AI Engineering Newsletter

AI engineering updates, tooling, and agent ecosystem news.

Beginner LLM Foundations
YouTube

Learn LLMs in 2026

Structured roadmap for mastering LLM systems.

Beginner Agentic AI
Article

AI Version of Myself with NotebookLM

Creating personal AI replicas using NotebookLM.

Beginner Tools & Frameworks
YouTube

Gemini 3 + NotebookLM Workflow

Using Gemini and NotebookLM for visual workflows.

Beginner Agentic AI
Guide

Building Agents from Scratch

End-to-end guide for building AI agents.

Beginner Agentic AI
Documentation

Deep Agents CLI (LangChain)

LangChainโ€™s DeepAgents CLI for structured agent design.

Beginner Agentic AI
YouTube

8 Hour AI Agents Course

Condensed overview of AI agent architectures.

Beginner LLM Foundations
YouTube

Intro to Large Language Models

High-level introduction to LLM concepts.

Beginner Machine Learning
University Lecture

Stanford CS229 Machine Learning

Core ML algorithms and theory.

Initialize_Gem โ†’
University Lecture
Beginner Agentic AI
Webinar

Agentic AI: Stanford Webinar

Progression of language model usage into agents.

Beginner Agentic AI
Talk

Building and Evaluating AI Agents

Critical evaluation of agent reliability.

Beginner Agentic AI
Engineering Blog

Building Effective Agents (Anthropic)

Best practices for robust agent systems.

Initialize_Gem โ†’
Engineering Blog
Beginner Agentic AI
Research Paper

ReAct Paper

Combining reasoning and acting in LLM agents.

Beginner Agentic AI
Research Paper

Generative Agents

Simulated human-like agents with memory and planning.

Beginner Agentic AI
Research Paper

Toolformer

Teaching LLMs to use tools autonomously.

Beginner Prompt Engineering
Research Paper

Chain of Thought Prompting

Improves reasoning via intermediate steps.

Beginner Prompt Engineering
Research Paper

Tree of Thoughts

Multi-branch reasoning strategy.

Beginner Agentic AI
Research Paper

Reflexion

Self-reflective agent learning.

Beginner RAG
Research Paper

RAG Survey

Comprehensive overview of retrieval-augmented generation.

Beginner LLM Foundations
Course

HuggingFace LLM Course

From transformers to production LLM deployment.

Beginner Agentic AI
Course

HuggingFace Agents Course

Production-grade AI agent development.

Beginner RL
Course

Deep RL Course

Train agents through reinforcement learning.

Beginner Deep Learning
Course

FastAI Practical Deep Learning

Hands-on PyTorch-based deep learning.

Beginner Deep Learning
Course

Karpathy Zero to Hero

Build GPT models from scratch.

Beginner Machine Learning
Book

Probabilistic ML Foundations

Mathematical foundation of ML.

Beginner Responsible AI
Book

Fairness in ML

Bias detection and responsible AI design.

Beginner MLOps
Course

MLOps Short Course

Deployment and monitoring of LLM systems.

Beginner Deployment
YouTube

Production ML Deployment (FastAPI + Docker + AWS)

Deploy ML models into production environments.

Beginner Agentic AI
YouTube

How We Build Effective Agents โ€” Barry Zhang (Anthropic)

Anthropic engineer Barry Zhang on designing effective multi-step agents.

Beginner MCP / Agentic AI
YouTube

Building Agents with Model Context Protocol (MCP) โ€” Full Workshop

Full MCP workshop (Mahesh Murag, Anthropic) on model-context for agents.

Beginner Agentic AI
YouTube

Lets Build An Agent from Scratch

Hands-on tutorial building an agent from first principles.

Beginner Agentic AI
Documentation

DeepAgents (LangChain JS)

LangChain DeepAgents overview for JavaScript.

Beginner Voice Agents
YouTube

Voice agent building to attend calls

Demo: a voice agent that can attend and summarize calls.

Beginner Agentic AI
YouTube

Built a Social Media Team With Just 1 AI Agent

Case study automating social media using a single agent.

Beginner Tools & Frameworks
YouTube

Perplexity Comet Agents to Automate Your Work

Using Perplexity Comet agents to automate common tasks.

Beginner Creativity / Tools
YouTube

Stunning VFX Ads for FREE | VEO 3 JSON Prompt

Create VFX-style ads using VEO 3 JSON prompts.

Beginner Automation
YouTube

Voice Call AI Agent with n8n | Automate Calls & Followโ€‘Ups

Build voice-call automations and follow-ups using n8n and AI.

Beginner LLM Foundations
Article

How AI Models Work โ€” Cursor

Clear explanation of model internals, training and inference.

Beginner Tools & Tips
YouTube

Perplexity Pro features you can't miss (Short)

Short overview of Perplexity Pro features.

Beginner Course
YouTube Live

AI Agents Full Course โ€” Simplilearn (Live)

Full course on AI agents (Simplilearn live session).

Beginner Voice Agents
Article

Build an Agentic Voice AI Assistant (MarkTechPost)

Guide to building voice AI assistants that reason, plan and act.

Beginner Agentic AI
YouTube

Agentic AI Explained โ€” Build & Understand AI Agents

Introductory explainer on agentic AI concepts and design.

Beginner LLM Foundations
YouTube

How I Use LLMs โ€” Andrej Karpathy

Karpathyโ€™s practical workflow and tips for LLMs.

Beginner MLOps
Article

Building a Selfโ€‘Healing Data Pipeline That Fixes Its Own Python Errors

Pattern for pipelines that detect and auto-fix runtime errors.

Beginner Generative AI
Course

Generative AI Fundamentals โ€” Harvard HKS (Class 1)

How generative AI works โ€” foundations and limitations.

Beginner Prompt Engineering
Course

Prompt Engineering โ€” Harvard HKS (Class 4)

Practical prompting techniques and prompt engineering principles.

Beginner RAG / Prompt Engineering
Course

System Prompts & RAG โ€” Harvard HKS (Class 5)

System prompts, retrieval-augmented workflows, and use-cases.

Beginner Education
Course

CS50x 2025 โ€” Artificial Intelligence

CS50-style AI material: neural nets, LLMs, and projects.

Beginner Prompt Engineering
Course

CS50 Extension โ€” AI & Prompt Engineering (Week 10)

Prompt design and evaluation from CS50 extension materials.

Beginner LLM Foundations
YouTube

How GPT-4 Really Works

Deep dive into GPT-4 internals and capabilities.

Beginner Programming / Prompting
YouTube

LLMs and the End of 'Traditional' Programming

How prompting changes the software development interface.

Beginner Education
Playlist

Generative AI & Education (Playlist)

Collection exploring how AI reshapes teaching and learning.

Beginner Education
Guide

Teaching with AI โ€” Harvard (HBSP)

Practical resources for educators using AI in classrooms.

Beginner Generative AI
Guide

The Basics of Generative AI โ€” HKSSlate

A concise, low-jargon introduction to generative AI.

Beginner Prompt Engineering
Course

Prompt Engineering in Vertex AI โ€” Google Skills

Write better prompts for Vertex AI and Gemini models.

Beginner Cloud / ML
Course

Google Cloud Computing Foundations: Data, ML, and AI

Cloud fundamentals for data, ML and AI workloads.

Beginner Education / Math
Playlist

Prealgebra (Playlist)

Foundational prealgebra lessons for beginners.

Beginner Education / Math
Playlist

Algebra (Playlist)

Core algebra concepts and worked examples.

Beginner Education / Math
Playlist

Precalculus (Playlist)

Precalculus topics bridging algebra and calculus.

Beginner Education / Math
Playlist

Calculus (Playlist)

Differential and integral calculus explained with examples.

Beginner Education / Math
Playlist

Linear Algebra (Playlist)

Vectors, matrices and linear transforms โ€” AI foundations.

Beginner Education / Math
Playlist

Geometry (Playlist)

Visual and proof-based geometry lessons.

Beginner Education / Math
Playlist

Trigonometry (Playlist)

Angles, identities and trig applications.

Beginner Education / Math
Playlist

Statistics (Playlist)

Probability, descriptive stats and inference basics.

Beginner Education / Math
Playlist

Probability & Statistics (Playlist)

Probability theory and statistical reasoning.

Beginner Education / Math
Playlist

Limits (Playlist)

Limit concepts that underpin calculus.

Beginner Education / Math
Playlist

Derivatives (Playlist)

Rate-of-change and differentiation techniques.

Beginner Education / Math
Playlist

Integrals (Playlist)

Area-under-curve, accumulation and applications.

Beginner Statistics / Data Analysis
Course

High-Dimensional Data Analysis โ€” Harvard (pll)

Dimension reduction, factor analysis, and scaling techniques.

Beginner Statistics
Course

Statistics and R โ€” Harvard (pll)

Practical statistics with R for data analysis.

Beginner Data Science
Course

Data Science: Machine Learning โ€” Harvard (pll)

Model training, validation, and real-world ML pipelines.

Beginner Computer Science
Course

CS50: Introduction to Computer Science โ€” Harvard (pll)

Foundations of programming, algorithms and problem solving.

Beginner Education
Course

CS50: Introduction to Programming with Scratch โ€” Harvard (pll)

Beginner-friendly introduction to programming concepts.

Beginner Business / Tech
Course

CS50: Computer Science for Business Professionals โ€” Harvard (pll)

CS fundamentals tailored for business professionals.

Beginner Foundations
Course

CS50s: Understanding Technology โ€” Harvard (pll)

Overview of internet, cybersecurity and multimedia.

Beginner AI
Course

CS50s: Introduction to AI with Python โ€” Harvard (pll)

Intro to AI algorithms and Python implementations.

Beginner Programming
Course

CS50s: Introduction to Programming in Python โ€” Harvard (pll)

Core Python programming concepts and exercises.

Beginner Web Development
Course

CS50s: Web Programming โ€” Harvard (pll)

Build full-stack projects with Python, JS and SQL.

Beginner Agentic AI
Playlist

Philo Agents (Playlist)

Playlist covering philosophical and technical agent topics.

Beginner Deep Learning
Book

Understanding Deep Learning (UDL Book)

Open-access book explaining deep learning concepts and practice.

Beginner Agentic AI
Whitepaper

Google's Agent Whitepaper (Kaggle)

Googleโ€™s agent whitepaper resources hosted on Kaggle.

Beginner Agentic AI
Whitepaper

Agent Companion Whitepaper (Kaggle)

Companion materials and dataset references for agent research.

Beginner Tools & Frameworks
Documentation

Claude Code โ€” Documentation

Best practices and docs for agentic coding with Claude Code.

Beginner Agentic AI
Guide

A Practical Guide to Building Agents โ€” OpenAI (PDF)

OpenAIโ€™s practical guide and patterns for building agents.

Beginner MCP / Agentic AI
Course

MCP with Anthropic โ€” deeplearning.ai short course

Short course on using MCP to build rich-context AI apps.

Beginner Vector DBs
Course

Building Applications: Vector Databases with Pinecone (deeplearning.ai)

Using Pinecone and vector DBs to power retrieval apps.

Beginner Vector DBs
Course

Vector Databases โ€” Embeddings to Apps (deeplearning.ai)

From embeddings to production vector-database applications.

Beginner Agent Memory
Course

LLMs as Operating Systems โ€” Agent Memory (deeplearning.ai)

Design patterns for memory in agent systems.

Beginner RAG
Course

Building & Evaluating Advanced RAG (deeplearning.ai)

Advanced retrieval-augmented generation system design.

Beginner Agentic AI
Course

Building AI Browser Agents (deeplearning.ai)

Create browser-based agents that perform web tasks.

Beginner Evaluation
Course

Evaluating AI Agents (deeplearning.ai)

Methods and metrics for testing and validating agents.

Beginner Agentic AI
Course

Computer Use with Anthropic โ€” deeplearning.ai short course

Enabling AI systems to perform structured computer tasks.

Beginner Multi-Agent
Course

Practical Multi-AI Agents & Advanced Use Cases (CrewAI)

Designing and coordinating multiple AI agents in production.

Beginner LLM Ops
Course

Improving Accuracy of LLM Applications (deeplearning.ai)

Practical techniques to increase LLM reliability and accuracy.

Beginner Agent Design
Course

AI Agentic Design Patterns with Autogen (deeplearning.ai)

Design patterns for agent orchestration using Autogen.

Beginner Multi-Agent
Course

Multi-AI Agent Systems with Crewai (deeplearning.ai)

Architecting and training systems of cooperating agents.

Beginner Prompt Engineering
Course

ChatGPT โ€” Prompt Engineering for Developers (deeplearning.ai)

Practical prompt engineering techniques for developers.

Beginner Productivity / Tools
Course

Vibe Coding 101 โ€” Code with AI Assistance (deeplearning.ai)

Coding with AI assistance using Replit.

Beginner Tools & Frameworks
Course

Claude Code โ€” In Action (Skilljar)

Hands-on examples of using Claude Code for agentic coding.

Beginner Agentic AI
Course

Claude Code โ€” Highly Agentic Coding Assistant (deeplearning.ai)

Course on using Claude Code as an agentic coding assistant.

Beginner Productivity
Course

Collaborative Writing & Coding with OpenAI Canvas (deeplearning.ai)

Use OpenAI Canvas to collaborate with AI on writing and code.

Beginner Newsletter / Projects
Article

Jam with AI โ€” The Mother of AI Project (Substack)

Project write-up and creative directions from Jam with AI.

Beginner Prompt Engineering
Article

The Prompt Lifecycle โ€” NeoSage (Blog)

Lifecycle approach to prompt design for production systems.

Beginner Reinforcement Learning
Article

RL Continual Learning โ€” Cameron Wolfe (Substack)

Notes and experiments on continual RL techniques.

Beginner Cloud / ML
Training

Google Cloud โ€” Machine Learning & AI Training

Google Cloud training paths for ML and AI services.

Beginner Foundations
Course

The Linux Foundation โ€” Data & AI Fundamentals (edX)

Compare AI technologies and real-world use cases.

Beginner Business / AI
Learning Path

Generative AI Learning Plan for Decision Makers (AWS)

AWS learning plan for decision-makers on generative AI.

Beginner Foundations
Course

NVIDIA โ€” Generative AI Explained

Beginner-friendly course on generative AI concepts.

Beginner Agentic AI
Course

Salesforce โ€” Build AI Agents with Agentforce

Hands-on agent building on Salesforce Agentforce.

Beginner Cloud / AI
Learning Path

Oracle โ€” OCI AI Foundations Associate (Learning Path)

Free training and certification track for OCI AI foundations.

Beginner GenAI
Course

IBM โ€” Build Your First GenAI Application (Cognitive Class)

Hands-on GenAI app building using WatsonX and LangChain.

Beginner Computer Vision
Playlist

Stanford 2025 Computer Vision Lectures (Playlist)

Stanfordโ€™s 2025 CV lecture series.

Beginner Machine Learning
Book

Foundations of Machine Learning โ€” Mohri (book site)

Foundational textbook for machine learning theory.

Beginner Algorithms
Resource

Algorithms for ML (algorithmsbook.com)

Practical algorithmic explanations for ML tasks.

Beginner Deep Learning
Book

Deep Learning (Goodfellow et al.)

The canonical deep learning textbook.

Beginner Reinforcement Learning
Book

Reinforcement Learning Basics โ€” Sutton & Barto (PDF)

Classic RL textbook covering foundational algorithms.

Beginner Reinforcement Learning
Book / PDF

Distributional Reinforcement Learning (PDF)

Advanced material on distributional approaches in RL.

Beginner Multi-Agent / RL
Book

Multi-Agent Reinforcement Learning โ€” MARL Book

Concepts and algorithms for multi-agent RL.

Beginner Reinforcement Learning
Book / PDF

Advanced RL (PDF)

Advanced reinforcement learning chapters and references.

Beginner Machine Learning
Book

Probabilistic ML โ€” Advanced (book 2)

Advanced probabilistic machine learning topics.

Beginner Machine Learning
YouTube

Stanford CS229 โ€” Machine Learning (additional lectures)

Additional CS229 lecture content and deep dives.

Beginner Learning
YouTube

All Machine Learning Concepts Explained in 22 Minutes

Fast, structured overview of major ML concepts.

Beginner ML Projects
YouTube

Steal My Machine Learning Project Template

Template and structure for repeatable ML projects.

Beginner ML Projects
YouTube

End-to-End ML Projects Implementation

Full project walkthrough from data to deployment.

Beginner MLOps
YouTube

MLOps Pipeline Tutorial (YouTube Viewer Sentiment)

Build and monitor ML pipelines with real data.

Beginner Career Advice
YouTube

You Will NOT Learn ML in 3 Months

Reality check on timelines and how to learn ML effectively.

Beginner ML Projects
YouTube

End-to-End Regression ML Project

Practical regression project with evaluation and trade-offs.

Beginner ML Fundamentals
YouTube

Every Machine Learning Model Explained

Clear overview of common ML model families and when to use them.

Beginner ML Engineering
YouTube

Production-Grade ML Project Tutorial

Guidance on building maintainable, production ML systems.

Beginner ML Foundations
YouTube

Introduction to Machine Learning (Foundations)

Beginner-friendly introduction to ML concepts.

Beginner Agent Design
Resource

424โ€‘page Free Book on Agentic Design Patterns (Google Doc)

Comprehensive guide to agentic design patterns (PDF/Doc).

Beginner Productivity
Course

Vibe Coding 101 With Replit โ€” deeplearning.ai

Coding with AI helpers and automation in Replit.

Beginner Agentic AI
Course

Anthropic โ€” Claude Code In Action (Skilljar)

Practical examples of using Claude Code for agents.

Beginner Productivity
Course

Collaborative Writing & Coding with OpenAI Canvas (deeplearning.ai)

Workflows for collaborative AI-assisted writing and coding.

Beginner Agentic AI
Guide

AI Agentic Design Patterns โ€” OpenAI / Related Resources

Practical patterns and examples for building agents.

Beginner Projects
Newsletter

Jam with AI โ€” Substack

Project notes and tutorials from the Jam with AI team.

Beginner Prompt Engineering
Article

NeoSage โ€” The Prompt Lifecycle

Operational lifecycle approach to prompt development.

Beginner Reinforcement Learning
Article

RL Continual Learning (blog)

Continual RL experiments and practical notes.

Beginner Cloud / ML
Training

Cloud Google โ€” ML & AI Learning Path

Google Cloud training for machine learning practitioners.

Join the Commune.

Paper reviews, project showcases, and a direct line to the frontier. Forge with us.

Weekly_Spotlight

Curated papers, tool reviews, and roadmap updates. Direct to your terminal.