Applied machine learning
DevMatch AI
A role predictor and skill-roadmap tool trained on developer-survey data.
Project by Akabir Abbas · Public project
The problem
Developer-survey data is hard to turn into individual role suggestions and practical learning priorities.
My contribution
Python machine learning development using scikit-learn KNN, survey-data processing with Pandas, and a Streamlit interface.
What I built
Uses a KNN model, similar-developer matching, and tailored skill-gap guidance to make a large public dataset personally useful.
Technologies used
Implementation outcome
The implementation produces role predictions, similar-developer matches, and tailored skill-gap guidance from developer-survey data.
This describes the implemented functionality. Quantitative benchmarks and business-impact measurements are not published for this project.