Welcome to CSCI 4701!

This is the website for the CSCI 4701: Deep Learning course taught at ADA University. Use the links below to get started, or browse the content from the navigation bar.

Syllabus Schedule, policies, assignments, and how the semester is organized Roadmap Topic map connecting math, notebooks, and course milestones Notebooks Interactive lecture notebooks from backpropagation to transformers and diffusion models Mathematics Essential mathematics for deep learning Supplementary Optional background materials Advanced Extra topics beyond the curriculum for further study

AI Disclosure

Most of the generative AI-assistance was used for structuring and coding this website. Parts of the material (paragraphs, code blocks, and occasionally, large sections) were drafted with the help of AI. All material has been substantially revised, restructured, and checked for correctness by the instructor, who remains responsible for the content. Mistakes or inaccuracies may still exist, and the course materials continue to be revised.