Open Source Book Collection

• Richard S. Sutton and Andrew G. Barto (2018). Reinforcement Learning: An Introduction. MIT press, 2nd Edition.
  incompleteideas.net/book/the-book.html


• Ian Goodfellow, Yoshua Bengio, and Aaron Courville (2016). Deep Learning. MIT Press.
  www.deeplearningbook.org


• Jake VanderPlas (2016). Python Data Science Handbook: Essential Tools for Working with Data. O'Reilly Media, Inc.
  jakevdp.github.io/PythonDataScienceHandbook     (see errata here)


• Jake VanderPlas (2015). A Whirlwind Tour of Python. O'Reilly Media, Inc.
  jakevdp.github.io/WhirlwindTourOfPython


• Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani (2013). An Introduction to Statistical Learning with Applications in R. Springer.
  faculty.marshall.usc.edu/gareth-james/ISL


• Trevor Hastie, Robert Tibshirani, and Jerome Friedman (2009). The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Springer, 2nd Edition.
  web.stanford.edu/~hastie/ElemStatLearn


• Trevor Hastie, Robert Tibshirani, and Martin Wainwright (2015). Statistical Learning with Sparsity: The Lasso and Generalizations. CRC Press.
  web.stanford.edu/~hastie/StatLearnSparsity


• LibreTexts, a multi-institutional collaborative venture to develop the next generation of open-access texts to improve postsecondary education at all levels of higher learning. Libraries include Mathematics, Statistics, Physics, Engineering, Business, and so on.
  libretexts.org

Interesting & Useful Websites

• File Converter.
  convertio.co       ezgif.com       www.onlineconverter.com
• Color Picker by WebFX - Free Color Chooser.
  www.webfx.com/web-design/color-picker
• Convert images to LaTeX.
  mathpix.com
• The Pi-Search Page.
  www.angio.net/pi/bigpi.cgi
• Random (formerly Virtual Laboratories in Probability and Statistics): a website devoted to probability, mathematical statistics, and stochastic processes.
  www.randomservices.org/random/index.html
• Introduction to probability, statistics, and random processes.
  www.probabilitycourse.com
• Rossman/Chance Applet Collection, including Monty Hall, confidence interval, etc.
  www.rossmanchance.com/applets
• Tutorial of mathematical methods for economic theory.
  mjo.osborne.economics.utoronto.ca/index.php/tutorial/index/1/toc