ML Job Compass
Published:
Created ML Job Compass, a Streamlit dashboard that helps students and professionals explore career paths in machine learning. Using natural language processing, retrieval-augmented generation, and data visualization, the application analyzes more than 1,000 U.S. job postings to identify domain-specific skill demands and generate personalized skill checklists and phased learning roadmaps.
The system uses a local Chroma vector store, an Ollama-hosted Granite 3.3 model, and Docker Compose for local deployment. A manuscript based on this work has been submitted for publication.