Calculus On Manifolds: A Modern Approach To Classical Theorems Of Advanced Calculus

Found in 2 comments on Hacker News

ivmi · 2017-09-04 · Original thread

Yes, it's nice and concise at about 150 pages,

https://www.amazon.com/Calculus-Manifolds-Approach-Classical...

playing_colours · 2015-05-08 · Original thread

You can try "Data Science from Scratch" [0] to get some taste. It uses Python to teach essentials of data science, and ML altorithms. The code quality is very good, and there is an introduction to Statistics, Maths and Python to start.

Then you can continue with improving your maths (Linear Algebra [1], Calculus [2], [3]) and moving on with Statistical Learning [4] [5]. I am personally going now through this plan.

[0] http://shop.oreilly.com/product/0636920033400.do

[1] http://www.amazon.com/Linear-Algebra-Right-Undergraduate-Mat...

[2] http://www.amazon.com/Calculus-4th-Michael-Spivak/dp/0914098...

[3] http://www.amazon.com/Calculus-Manifolds-Approach-Classical-...

[4] http://www-bcf.usc.edu/~gareth/ISL/

[5] http://statweb.stanford.edu/~tibs/ElemStatLearn/

ISBN: 0805390219