Machine Learning Resources

Reading and Writing Scientific Papers

• How to Read a Paper

Basic Python and Python Libraries

If you are new to Python or need a refresher, the below resources may be of use:

• A Whirlwind Tour of Python

• Python Data Science Handbook

• Plotting and Programming in Python

• Python for Scientific Computing

• Panda's Cheat Sheet

• Pandas website

• Getting Started with Pandas

• Seaborn website

• Seaborn Examples

• Seaborn User Guide and Tutorials

• Matplotlib website

• Matplotlib Examples

• Matplotlib Tutorials

General Machine Learning

• Kevin Murphy's Machine Learning Textbooks

• Scikit-Learn's User Guide (Python Machine Learning Library)

• Introduction to Machine Learning from Scikit-Learn

• Introduction to Tensorflow (Python Machine Learning Library)

• Getting Started with Keras (Python Machine Learning Library)

• The Elements of Statistical Learning 

Ridge Regression

• Lecture Notes on Ridge Regression by Wessel N. van Wieringen

Neural Networks

• An Intuitive Guide to CNNs