Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers
03 December 2025
Curriculum for the course Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers
Welcome to the full course on becoming an AI Researcher. This course will guide you step-by-step, starting with the foundational mathematics essential for understanding modern AI, before diving into PyTorch fundamentals. You will then learn about the building blocks of AI, from simple neural networks to the complexities of multi-layer architectures. The course ends with an in-depth module on Transformers, the critical technology underpinning today's Large Language Models (LLMs) and generative AI. Course from @vukrosic. Github: https://github.com/vukrosic/become-elite-ai-researcher Vuk on X: https://x.com/VukRosic99 ❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba) ⭐️ Contents ⭐️ - 0:00:00 Course Introduction - 0:01:05 AI Math Roadmap - 0:02:23 PyTorch Module Overview - 0:02:48 Neural Networks Overview - 0:04:38 Transformers Overview - 0:05:28 Sponsor: Beam AI - 0:08:29 Math for AI - 0:09:14 Setup & Requirements - 0:12:13 Math Curriculum - 0:13:13 Mathematical Functions - 0:22:09 Understanding Derivatives - 0:36:22 Understanding Vectors - 0:49:02 Understanding Gradients - 0:59:47 Understanding Matrices - 1:11:33 Understanding Probability - 1:22:16 PyTorch Introduction - 1:24:04 Tensor Operations - 1:35:44 Creating Tensors - 1:40:13 Matrix Multiplication - 1:41:46 Transposing & Permuting - 1:44:25 Indexing & Slicing - 1:51:03 Concatenating Tensors - 1:53:26 Special Tensors - 1:56:50 Single Neuron Explained - 2:01:07 Activation Functions - 2:06:07 Neural Network Layers - 2:11:08 Activation Function Examples - 2:14:23 How Networks Learn - 2:14:56 Attention Mechanism - 2:30:18 Self-Attention Code - 2:36:31 GPT Architecture Overview - 2:43:47 Positional Embeddings - 2:47:46 Causal Self-Attention - 2:57:42 Building the GPT 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/newsWatch Online Full Course: Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers
Click Here to watch on Youtube: Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers
This video is first published on youtube via freecodecamp. If Video does not appear here, you can watch this on Youtube always.
Udemy Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers courses free download, Plurasight Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers courses free download, Linda Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers courses free download, Coursera Become an AI Researcher Course – LLM, Math, PyTorch, Neural Networks, Transformers course download free, Brad Hussey udemy course free, free programming full course download, full course with project files, Download full project free, College major project download, CS major project idea, EC major project idea, clone projects download free