Project 1: Data Science Salary Estimator: Project Overview

• Created a tool that estimates data science salaries (MAE ~ $ 9K) 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