Capstone: End-to-End ML Project — Roadmap Step & Resources
Take a real dataset from raw data through a deployed, monitored model
- Level: advanced
- Estimated time: 4 days
- Roadmap: Machine Learning
Before this step
Mini projects
- Build and deploy a complete ML project: data collection, EDA, feature engineering, modeling, evaluation, deployment and monitoring
Study resources
- Machine Learning Project Checklist (Article) — Kaggle Learn's collection of free micro-courses covering the full ML project lifecycle.
- End-to-End Machine Learning Project Explained (Video) — A practical walkthrough of a full project from raw data to a deployed model.
Part of
- Real-World ML Case Studies & Capstone — section
- Machine Learning roadmap — the full learning path