math-basics-for-ai

## Logistics

- Lecturer: [Evgeniya Korneva](https://www.linkedin.com/in/evgeniyako/)
- Pre-recorder video lectures: see group chat.
- Live practical sessions: *Wednesdays & Fridays 19:00 Moscow time*. Recordings are uploaded afterwards.
- Office hours: upon request

## Useful Resources

### Linear Algebra

- (course) [Topics in Linear Algebra](https://web.auburn.edu/holmerr/2660): lecture notes + quizes.
- (Youtube playlist) [Linear Algebra for Engineers](https://youtube.com/playlist?list=PLkZjai-2Jcxlg-Z1roB0pUwFU-P58tvOx): a series of videos covering the most important concepts.
- (lecture notes) [Linear Algebra in 25 Lectures (UC Davis)](https://www.math.ucdavis.edu/~linear/linear.pdf)
- (book) [Introduction to Applied Linear Algebra](http://vmls-book.stanford.edu/)
- (book) [Deep Learning](https://www.deeplearningbook.org/) - Part I

### Calculus

- (Youtube playlist) [Essence of Calculus](https://youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr)
- (lecture notes) Intr