Project 1: Data Science Salary Estimator

Created a tool that estimates data science salaries (MAE ~ $ 11K) to help data scientists negotiate their income when they get a job. Scraped over 1000 job descriptions from glassdoor using python and selenium Engineered features from the text of each job description to quantify the value companies put on python, excel, aws, and spark. Optimized Linear, Lasso, and Random Forest Regressors using GridsearchCV to reach the best model.

April 10, 2017

Project 2: Ball Image Classifier

For this example project I built a ball classifier to identify balls from different sports. This could be useful for someone who is new to sports from a certain country. They could take a picture of a ball and an app could serve them some information about the history and rules of the game. This is the underlying model for building something with those capabilities. I was able to get the model to predict the sport of the ball with 94% accuracy after minimal tuning.

April 10, 2017