ML & AI
Learning Resources

Whether you are just starting out or already have some experience, this page would always provide some sort of help in-sha-Allah!

Compiled by Ahmar Ali

15+ Resources
4 Tiers
2300+ Community Members
Filter by tier
T1
The Gold Standard
4 resources
Neural Networks: Zero to Hero
Andrej Karpathy · GitHub Deep Learning
Practical Deep Learning for Coders
Fast.ai · Course Practical
Machine Learning Specialization
Andrew Ng · DeepLearning.AI Fundamentals
Made with ML
Goku Mohandas · GitHub MLOps
T2
Specialized Skills
5 resources
Hugging Face NLP Course
Hugging Face · Course NLP
RAG Techniques
Nir Diamant · GitHub RAG · LLMs
Prompt Engineering Guide
DAIR.AI · GitHub Prompting
60+ Deep Learning Paper Implementations
labmlai · GitHub Papers
Generative AI Agent Techniques
Nir Diamant · GitHub Agents · GenAI
T3
Structured Academic Foundations
4 resources
AI Agents for Beginners
Microsoft · GitHub Agents
Machine Learning for Beginners
Microsoft · GitHub Beginner Friendly
Mathematics for Machine Learning
mml-book · GitHub Math · Theory
Hands-On Large Language Models
HandsOnLLM · GitHub LLMs
T4
Reference & Exploration
6 resources
Data Science: Real World Problems
NajiElKotob · GitHub Data Science
Awesome Natural Language Processing
keon · GitHub NLP
All Algorithms Implemented in Python
TheAlgorithms · GitHub Algorithms
Awesome Reinforcement Learning
aikorea · GitHub RL
100 Days of ML Coding
Avik-Jain · GitHub Challenge
All RL Algorithms from Scratch
FareedKhan-dev · GitHub RL · From Scratch