Useful links

Learning Resources

Video Tutorials

• Let’s build GPT: from scratch, in code, spelled out - Andrej Karpathy
• A Hackers’ Guide to Language Models - Jeremy Howard
• Andrej Karpathy Neural Networks Playlist
• MIT AI & Machine Learning Lectures
• PyTorch in a Day
• Coding Stable Diffusion from scratch in PyTorch - Umar Jamil
• RAG from the Ground Up with Python and Ollama
• RAG from scratch - Daniel Bourke
• Nest.js Full Course for Beginners
• Complete MongoDB Tutorial

Books & Online Courses

• Artificial Intelligence: A Modern Approach (4th Edition) - Russell & Norvig
• Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow
• Deep Learning - Ian Goodfellow
• Dive into Deep Learning
• Fast.ai - Practical Deep Learning
• ODS MLCourse
• PyTorch in a Day - Interactive Site
• Reinforcement Learning: An Introduction - Sutton & Barto
• Data Science at the Command Line
• Discrete Mathematics with Applications - Susanna Epp

Russian Resources

• Stepik: Machine Learning Algorithms from Scratch
• Stepik: Statistics Fundamentals
• Algorithmica
• 7th grade Physics - Pavel Viktor
• 8th grade Physics - Pavel Viktor
• 9th grade Physics - Pavel Viktor

Tools & Platforms

• Kaggle - Data science competitions
• LMStudio - Run LLMs locally
• Hugging Face Models - Pre-trained models
• Online Python - Python in browser
• Pyodide Online - Python scientific stack in browser
• UC Irvine ML Repository - Datasets
• Suno.ai - AI music generator
• MLU Explain - Visual ML explanations
• Wingman VS Code Extension - AI coding assistant
• The Incredible PyTorch - PyTorch resources
• MkDocs Material - Documentation theme

Educational Websites

• Umar Jamil - AI tutorials
• Aman.ai - AI resources
• NLP Demystified Course
• Algorithmic Simplicity - YouTube channel
• Dmitry Makarov - ML resources (Russian)
• Proproprogs - Programming tutorials (Russian)
• Prompt Collection - GPT prompts library (Russian)
• Leanpub Books