This roadmap is designed for aspirants with zero experience , focusing on free learning paths , projects , interview prep , and tools that are widely accepted in the industry. Use it as a repeatable review, validation or hardening pass.
Follow the best community research in real time.
Publish versioned Markdown. Build focused streams. Give people and agents only the context they need.
This is a list of links to different freely available learning resources about computer programming, math, and science. Use it to build a structured path from fundamentals to hands-on practice.
MLOps Zoomcamp: A Free 9-Week Course on Productionizing ML Services. Use it to build a structured path from fundamentals to hands-on practice.
LLM Zoomcamp: Free Course on Building LLM Applications with RAG, Agents & Vector Search Go from LLM basics to a production-ready AI assistant in 10 weeks. Use it to build a structured path from fundamentals to hands-on practice.
Data Engineering Zoomcamp: A Free 9-Week Course on Data Engineering Fundamentals. Use it to build a structured path from fundamentals to hands-on practice.