Awesome AI Resources

This repository contains free resources to learn everything AI including LLMs and Agents

Mathematical Foundations

• Mathematics for Machine Learning Specialization
• Essence of Linear Algebra (3Blue1Brown)
• Probability & Statistics (Khan Academy)

Machine Learning

• Machine Learning Crash Course (Google)
• Machine Learning Specialization (Andrew Ng)

Deep Learning

• Deep Learning Specialization (Andrew Ng)
• Practical Deep Learning for Coders

Large Language Models (LLMs)

• Large Language Models explained briefly
• Intro to LLMs
• LLM Course (GitHub)
• Awesome LLM Apps (GitHub)

Prompt Engineering

• Google Prompting Essentials
• ChatGPT Prompt Engineering for Developers

Retrieval-Augmented Generation (RAG)

• Introduction to RAG

AI Agents

• AI Agents Course (Hugging Face)

Model Context Protocol (MCP)

• Awesome MCP Servers

Frameworks

Machine Learning Frameworks

• Scikit-learn
• XGBoost
• LightGBM
• CatBoost

Deep Learning Frameworks

• TensorFlow
• PyTorch
• Keras

LLM Frameworks

• LangChain
• LlamaIndex

Tools

Chatbots

• ChatGPT
• Claude
• Perplexity

AI IDEs

• Cursor
• Windsurf

Experiment & Deployment

• Streamlit
• MLflow

Books

• Hands-On Machine Learning
• Deep Learning
• Deep Learning with Python
• Why Machines Learn

Youtube Channels

• Andrej Karpathy
• 3Blue1Brown

Must-Read AI Papers

• Attention Is All You Need
• Generative Adversarial Networks (GANs)
• GPT-3: Language Models are Few-Shot Learners
• BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding