This page links to useful data science learning resources. I'll keep updating this page, as and when I find something useful to add. Do check back occasionally.

Last updated: 14 February 2018

- Machine Learning by Andrew Ng - Coursera.org
- Machine Learning - Caltech
- sentdex - YouTube channel all about Python, ML, Deep Learning, etc.

- Introduction to Data Analtyics - NPTEL
- Journey into information theory - Khan Academy
- DataCamp
- Python Tutorial for Beginners

- Linear Algebra - Mathematics - MIT OpenCourseWare
- Advanced Matrix Theory and Linear Algebra - NPTEL
- Essense of Linear Algebra - YouTube Playlist by 3Blue1Brown

- Introduction to Mathematical Thinking - Coursera.org
- How to Learn Maths for Students - Stanford University

- Calculus One - Coursera.org
- Calculus Two - Coursera.org
- Essense of Calculus - YouTube playlist by 3Blue1Brown

- Introduction to Probability and Statistics (18.05) - MIT OpenCourseWare
- Statistical Learning Theory and Applications (9.520) - MIT OpenCourseWare
- Statistic Textbook online by Statsoft

- Microsoft Azure Notebooks - Free jupyter notebooks online
- Microsoft Azure Machine Learning Studio - Provides a free access as well
- Kaggle - Your Home for Data Science
- Free graphing tool online
- Awesome public datasets curated by community on GitHub

- What are the best ways to pick up Deep Learning skills as an engineer?
- Are you a self-taught machine learning engineer? If yes, how did you do it, and how long did it take you?
- Quora Profiles of the eminent AI Researchers. Great advice and discussions, very productive way of killing time, I'm sure lot more can be added to this list.

- Kaggle Machine Learning Guide/Notes
- Huge collection of Machine Learning related cheatsheets
- Dive into Machine Learning (GitHub Repo, awesome compilation/guide to ML)
- Several types of Neural Networks architectures
- Article regarding choosing GPU/Hardware for deep learning
- Learning resources from Data School
- Compilation of useful resources by Fastml.com

- Distill.pub: A research publication which focuses on conveying ideas/research in easily understandable way
- Artificial Intelligence - Microsoft Research
- Computer Vision - Microsoft Research
- DeepMind Research Publications
- Google Research
- Data Science - O'Reilly Media
- Artificial Intelligence - O'Reilly Media

- Learning Machines 101
- Talking Machines
- This Week in Machine Learning and AI
- Linear Digressions
- The Data Skeptic
- The O'Reilly Data Show
- The O’Reilly Bots Podcast
- Concerning AI
- Data Stories
- Partially Derivative

Abhijit Annaldas

avannaldas [at] hotmail [dot] com