Linear Algebra for Deep Learning — Roadmap Step & Resources
Vectors, matrices, tensors and the operations neural networks are built from
- Level: beginner
- Estimated time: 2 days
- Roadmap: Deep Learning & Neural Networks
Interview questions
- What is a tensor, and how does it generalize vectors and matrices?
Study resources
- Essence of Linear Algebra (Video) — 3Blue1Brown's legendary, visually-driven series building deep intuition for linear algebra.
- Deep Learning Book: Linear Algebra (Article) — The free official Deep Learning book's own chapter on the linear algebra deep learning relies on.
Part of
- Mathematics for Deep Learning — section
- Deep Learning & Neural Networks roadmap — the full learning path