springboard

The 5 Questions Machine Learning Can Answer

Helpful for thinking about capstone possibilities

• Article or Video

More capstone examples

• https://github.com/aajains/springboard-datascience-intensive/tree/master/capstone_project
• https://docs.google.com/document/d/186AEO-FM7JmnVHxExXIcLhDt6bImomJYy0Vw7ZnPkHM/mobilebasic
• http://blog.fastforwardlabs.com/2017/09/01/LIME-for-couples.html

One of my portfolio projects when I was first hired as a data scientist

• My notebook

Initial submission to a Kaggle competition, only using pandas

• My notebook

My favorite "day in the life of a data scientist" example

• By astronomer Jake Vander Plas: "This series of videos presents a case study in how I personally approach reproducible data analysis within the Jupyter notebook."

pandas

• official cheat sheet
• video tutorials

Good intro papers about machine learning

• A Few Useful Things to Know about Machine Learning
• Statistical Modeling: The Two Cultures