Abhijit Annaldas

Data Science Learning Resources

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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

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

Data Science in general and related subjects

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

Linear Algebra

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

Mathematics

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

Calculus

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

Probability, Statistics and Statistical Learning Theory

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

Functional Analysis

• Functional Analysis - NPTEL
• Introduction to Functional Analysis - MIT OpenCourseWare

Deep Learning

• deeplearningbook.org
• neuralnetworksanddeeplearning.com

Data Science Communities, Datasets, Tools and Services

• 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

Tresure trove of advice/knowledge from Quora

• 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.
  • Yoshua Bengio
  • Ian Goodfellow
  • Andrew Ng
  • Yann LeCun

Useful articles, compilations and study guides

• 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

Publications in the field of Machine Learning, AI and Data Science

• 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

ML/Data Science Podcasts

• 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

Wikipedia Portals

• Machine Learning
• Artificial Intelligence
• Statistics
• Algebra
• Mathematics