Kamangu_Portfolio

Data Science Portfolio

1st Project: Web 3 Salary Estimator: Project Overview

• Created a tool that estimates Web3 Developer salaries to help Web3 Developers negotiate their income when they get a job.
• Scraped over 1000 job descriptions from web3.career using python and selenium
• Engineered features from the text of each job description to quantify the value companies put on Solidity, JavaScript, Rust, and Python.
• Optimized Linear, Lasso, and Random Forest Regressors using GridsearchCV to reach the best model.
• Built a client facing API using flask