Gouthi Roadmap ML/AI

resources_gouthi.md

RoadMap ML/AI

NLP Resources

• https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=7909256.pdf&bkn=7909255&pdfType=book

ANN fro NLP Course (CMU):

• http://phontron.com/class/nn4nlp2017/schedule.html

Stanford Course:

• https://cs224d.stanford.edu/

REAL CS 229 ML COURSE (ANdrew Ng):

• https://see.stanford.edu/Course#Artificial%20Intelligence

Optimization Course at Stanford:

• https://see.stanford.edu/Course/EE364A

CNN and Compouter Vision - Stanford University

• http://cs231n.stanford.edu/

Digital Image Processing Basic to Advanced

• https://www.coursera.org/learn/image-processing

Probability and Statistics Course:

• http://luthuli.cs.uiuc.edu/~daf/courses/Probcourse/Probcourse-2014/midterm2014.pdf
• https://link.springer.com/book/10.1007%2F978-3-319-64410-3 (free ebook link)

Mathematics for Machine Learning: Linear Algebra @ Coursera:

• https://www.coursera.org/learn/linear-algebra-machine-learning

The Raspberry Pi Platform and Python Programming for the Raspberry Pi:

• https://www.coursera.org/learn/raspberry-pi-platform

NLP Basics:

• https://www.coursera.org/learn/language-processing
• https://www.quora.com/Why-has-Coursera-stopped-providing-active-courses-in-NLP-The-last-active-course-on-NLP-was-offered-2-years-ago

The NLP Book:

• https://nlp.stanford.edu/manning/

CV Online Course (Australia): (Amazing lectures, books and resources)

• https://robotacademy.net.au/

"Learning" Deep Learning from the "Master" (Andrew Ng):

• https://www.deeplearning.ai/