Project 1: Data Science Salary Prediction

  • Created a tool that estimates data science salaries (MAE ~ $ 4K) 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.

  • Built a client facing API using flask.

Job Offerings on different Provinces

This project’s GitHub Repository