Linear Algebra Essentials — Roadmap Step & Resources
Vectors, matrices, matrix multiplication and how data is represented numerically
- Level: beginner
- Estimated time: 2 days
- Roadmap: Machine Learning
Interview questions
- Why is so much of machine learning expressed in terms of matrix operations?
Study resources
- Essence of Linear Algebra (Video) — 3Blue1Brown's legendary, visually-driven series building deep intuition for linear algebra.
- Linear Algebra Review and Reference (PDF) — Stanford CS229's widely-used linear algebra reference notes for machine learning.
Part of
- Mathematics & Statistics for ML — section
- Machine Learning roadmap — the full learning path