Re:Ask HN: 'Crash Courses' for Mathematics Related to DL, ML...
by mayankkaizen on Saturday March 03, 2018 @01:29PM
(#16510710)
Yes I have read his comment and added a reply there. To reiterate my point, I asked for crash courses not because I wanted to make quick progress but because I wanted to have an idea of what kind of mathematics is needed. In a way I was looking for some syllabus with some description added.
Thank you for posting these links. I'll definitely go through these.
In the meantime, the following might help. But from experience, if your math is already shaky, you would certainly need to look for resources covering everything listed in a more in depth manner.
Basic calculus refresher - http://www.stat.wisc.edu/~ifischer/calculus.pdf
Learning from Data - http://www.inf.ed.ac.uk/teaching/courses/fmcs1/readings/matl...
Basic probability theory - http://homepages.inf.ed.ac.uk/sgwater/teaching/general/proba...
Mathematics for Machine Learning - https://pdfs.semanticscholar.org/910e/3118b50f426e5e840561e1...
Math for Machine Learning - https://www.umiacs.umd.edu/~hal/courses/2013S_ML/math4ml.pdf