Useful links
November 11, 2025
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
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Nov 11, 2025
Nov 11, 2025