If you are new to deep learning
A deep understanding of deep learning
Modern deep learning in PyTorch, with lots of exercises and code challenges to hone your skills. Includes a Python tutorial.
Deep learning & LLMs
Build, train, and dissect neural networks and language models.
Deep learning is linear algebra, calculus, and statistics working together at scale. Start with how networks learn, then go inside large language models to see how they actually work.
Choose your starting point
Different ways into the same material. Any one of them is a complete start.
If you want to understand LLMs from the inside
Deep understanding of AI large language model mechanisms
LLMs such as GPT and BART in PyTorch, covering architecture, training, technical AI safety, mechanistic interpretability, and experiments. Includes Python and deep learning basics.
If you prefer hands-on projects
50 ML projects to understand LLMs
Investigate transformer mechanisms through data analysis, visualization, and experimentation.
Everything on deep learning & LLMs
Courses, books, code, and free material in one list.
50 ML projects to understand LLMs
Investigate transformer mechanisms through data analysis, visualization, and experimentation.
Deep understanding of AI large language model mechanisms
LLMs such as GPT and BART in PyTorch, covering architecture, training, technical AI safety, mechanistic interpretability, and experiments. Includes Python and deep learning basics.
A deep understanding of deep learning
Modern deep learning in PyTorch, with lots of exercises and code challenges to hone your skills. Includes a Python tutorial.
All the deep learning & LLMs code
Companion code for the courses and books on this page, ready to run and modify.
Nothing in this format yet.