Progress

There’s a lot of information I have to catch up on in order to succeed at machine learning, data science and natural language processing. This page is a list of courses I’ll need to take to bulk up my knowledge. I hope to keep it all in one consolidated area, so I’ll have a quick source to check when I’m ready to move on to the next topic.

Note: This page is a record of my personal progress, as well as a personal project I’m using to practice my web development skills. Bear with me as I transform it into something sleek and beautiful!

Machine Learning

machine learning

ML Coursework

Progress Course Title Professor Offered On
Machine Learning Andrew Ng Coursera

ML Readings:

Progress Book Title Author
Machine Learning with R Brett Lantz

Mathematics

mathematics

Math Coursework

Progress Course Title Professor Offered On
Linear Algebra Salman Khan Khan Academy
Calculus Salman Khan Khan Academy
Statistics & Probability Salman Khan Khan Academy
Intro to Linear Algebra Gilbert Strang MIT OpenCourseWare
Intro to Single Variable Calculus David Jerison MIT OpenCourseWare
Intro to Probability and Statistics Jeremy Orloff, Jonathan Bloom MIT OpenCourseWare

Math Readings:

Progress Book Title Author
A Mind for Numbers Barbara Oakley

 


Data Science

data science

Coursework

To Be Added

Required Readings:

Progress Book Title Author
Data Science From Scratch Joel Grus

 


Programming

programming

Coursework

To Be Added

Required Readings:

To Be Added


Natural Language Processing

Coursework

To Be Added

Required Readings:

Progress Book Title Author
NLTK Book Steven Bird, Ewan Klein, and Edward Loper