This page contains the links some useful resources. I’ll keep updated this page as much as I can. Most of the books are well-known.
Recommended Resources
Mathematics
Videos and Playlists
| Title | Description | Link |
| Gilbert Strang lectures on Linear Algebra (MIT) | linear algebra lessons. he best in the universe. | Watch |
| Intro to Abstract Algebra and proof techniques in mathematics | algebra part is not detailed but enough to have a basic understanding. | Watch |
| Vector Calculus and Partial Differential Equations | steve is the guy! | Watch |
| A Brief Introduction to Groups | nice group theory tutorial for non-mathematicians | Watch |
| Mathematical Foundations of Quantum Mechanics - Why do we need a Hilbert Space? | i liked it | Watch |
| Group theory, abstraction, and the 196,883-dimensional monster | a great video about ‘monster group’. a 3blue1brown classic. | Watch |
| Visual Group Theory course | one of the best lecture series on the internet. | Watch |
Textbooks
| Title | Description | Link |
| Abstract Mathematics | for those who want to begin with abstract mathematics. | Read |
| Linear Algebra | sufficiently enough(?), my first linear algebra book. | Read |
| Elementary Differential Geometry | great book to start to learn differential geometry. It’s easy and well-written. | Read |
| Functional Analysis | classic book for functional analysis. Again, it’s easy and well-written. | Read |
| Topology | bible for topology? everyone knows. | Read |
Machine Learning
Textbooks
| Title | Description | Link |
| An Introduction to Statistical Learning | classic | Read |
| Deep Learning | classic deep learning book | Read |
| Deep Learning2 | my fav deep learning book | Read |
| Mathematics for Machine Learning | mathematics fundamentals of machine learning | Read |