• Developed a tool estimating the salary for the position of data science job with (MAE) ~ $13k posted on glassdoor.com in the United States
• Scraped 1000 Jobs lists from Glassdoor using python and selenium
• Performed Exploratory Data Analysis to uncover the underlying important structure of the Glassdoor job dataset
• Engineered features from the text of each job description to quantify the value companies put on Python, SQL, R, Spark, AWS and Excel
• Optimized Linear, Lasso, and Random Forest Regressors using GridsearchCV to reach the best model
• Created a client facing API using flask

Link to GitHub Repository

• Selenium
• Regression
• Production
• Prediction