Learn AI Engineering
Curated video tutorials, playlists, and courses to help you master AI development.
2024-01-01•
Introduction to AI Engineering
Learn the basics of AI engineering and how to get started with building AI applications. Covers neural network fundamentals from first principles.
Watch VideoYouTube
2017-10-16•
Gradient Descent: How Neural Networks Learn
3Blue1Brown's visual explanation of gradient descent — the core algorithm powering all neural network training. Essential before diving into LLM fine-tuning or training.
Watch VideoYouTube
2024-02-15•
Attention is All You Need — Transformers Explained
Understanding the Transformer architecture that powers every modern LLM — GPT-4, Claude, Gemini. Covers self-attention, multi-head attention, and positional encoding.
Watch VideoYouTube
2023-11-22•
Intro to Large Language Models
Andrej Karpathy's landmark 2023 talk on the fundamentals of LLMs. Covers the GPT architecture, RLHF training pipeline, prompt injection, fine-tuning strategies, and how modern AI systems are built and deployed at scale.
Watch VideoYouTube
2023-01-17•
Let's Build GPT: From Scratch, in Code
The definitive hands-on tutorial by Andrej Karpathy. Build a GPT language model from scratch using Python and PyTorch, implementing every component — tokenization, embeddings, multi-head attention, and training. 2 hours of pure deep learning.
Watch VideoYouTube
2022-08-17•
Neural Networks: Zero to Hero (Full Course)
Andrej Karpathy's complete course on building neural networks from scratch. Starts with backpropagation basics (micrograd), then builds up through MLP, WaveNet, and full transformer language models. The most thorough practical ML course on the internet.
View PlaylistYouTube
2023-05-25•
State of GPT: How to Use and Build with LLMs
Andrej Karpathy's definitive Microsoft Build 2023 keynote on the state of GPT models. Covers the complete ChatGPT training pipeline, fine-tuning strategies, prompt engineering, and practical advice for building production AI applications.
Watch VideoYouTube
2017-11-03•
What is Backpropagation, Really? (Visual Guide)
3Blue1Brown's crystal-clear visual explanation of backpropagation — the algorithm that makes neural network training possible. Essential for understanding how LLMs learn from data.
Watch VideoYouTube
2024-06-01•
Let's Reproduce GPT-2 (124M) from Scratch
Andrej Karpathy trains GPT-2 from scratch live on screen using modern techniques. Covers FP16 training, Flash Attention, gradient clipping, cosine learning rate schedules, and deploying to cloud GPUs — real-world LLM training from beginning to end.
Watch VideoYouTube
2024-03-15•
LangChain Full Course: Build LLM Apps from Scratch
Comprehensive tutorial on LangChain. Learn to build RAG pipelines, conversational AI, autonomous agents, and production LLM applications using Python. Covers chains, memory, tools, and vector databases end-to-end.
Watch VideoYouTube
2024-07-10•
Build a RAG Application from Scratch (Python)
Learn how to build production-ready Retrieval Augmented Generation (RAG) systems that let LLMs answer questions based on your own documents, codebase, or knowledge base. Covers embeddings, vector databases (Chroma, Pinecone), chunking strategies, and query optimization.
Watch VideoYouTube
2024-05-01•
Run Any LLM Locally for Free with Ollama
Complete guide to running powerful AI models — Llama 3, DeepSeek, Mistral, Phi-4 — on your own hardware using Ollama. Covers installation on Mac/Windows/Linux, model management, performance tuning, and integrating local models with VS Code extensions like Continue.
Watch VideoYouTube
2024-02-20•
OpenAI API Complete Beginner Guide (Python)
Learn to use the OpenAI API from scratch. Covers text completions, function calling, embeddings, streaming responses, image generation with DALL-E, and speech-to-text with Whisper. Build three real projects by the end.
Watch VideoYouTube
2025-02-10•
Cursor AI IDE: The Complete 2026 Tutorial
Master Cursor AI IDE with this comprehensive 2026 tutorial. Learn Composer mode for multi-file editing, the powerful Tab autocomplete, codebase indexing, custom AI rules (.cursorrules), and the fastest keyboard shortcuts. Includes a real project walkthrough.
Watch VideoYouTube
2024-09-20•
GitHub Copilot Mastery: Tips, Tricks & Workflow
Learn to use GitHub Copilot at an expert level. Covers inline suggestions, Copilot Chat, writing effective comment-driven prompts, ghost text patterns, slash commands in the IDE, and how to build a full feature using only Copilot.
Watch VideoYouTube
2023-10-26•
Next.js 14 Tutorial
Complete guide to building web apps with Next.js 14, covering Server Components, Server Actions, App Router, and modern full-stack patterns.
View PlaylistYouTube
2023-10-26•
Next.js 14 Intro & Setup
Introduction to Next.js 14 and how to set up your development environment with the App Router and TypeScript.
Watch VideoYouTube
2023-06-15•
Python for AI Engineers (Full Course)
Comprehensive Python course for AI/ML engineering. Covers Python fundamentals, data manipulation with NumPy and Pandas, working with real AI APIs, and building three hands-on AI-powered projects from start to finish.
Watch VideoYouTube