ML Model Publishing with Pickle & Streamlit.

Inspired by Patrik Loeber’s video, I recreated a simple Regression Model using Stack Overflow’s 2023 Developer Survey data. I trained and tested the model, then published it to Streamlit.

  • What I learned:
    • Creating Regression Model.
    • Exporting Machine Learning Models with Pickle.
    • Publishing a Machine Learning Model with Streamlit
    • Publishing Data-Viz to Streamlit.

Salary prediction page, where users can predict salaries by inputting their Country, Education Level, and Years of Professional Coding Experience.

Viz-page, consisting of Pie Chart, Bar Chart, and Line Chart.