AI and Data Scientist Roadmap

A comprehensive, industry-aligned roadmap covering mathematics, programming, data analysis, machine learning, deep learning, MLOps, and system design to become a job-ready AI and Data Scientist.

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AI and Data Scientist Roadmap

From fundamentals to production AI systems

Foundations0/3
Checkpoint — Mathematical & Programming Foundations
Core Data Science0/3
Checkpoint — Data Analysis & Machine Learning Fundamentals
Advanced Machine Learning & Deep Learning0/4
Checkpoint — Advanced ML & Deep Learning
MLOps & Production ML0/4
Checkpoint — MLOps & Deployment
Data Engineering & Big Data0/2
Checkpoint — Data Engineering & Big Data
System Design & Architecture0/3
Checkpoint — System Design & Career Readiness

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Frequently Asked Questions

Yes, this roadmap is free to browse. Individual linked courses may be free or paid.

Each phase builds on the one before it, so following the order is recommended — but you can jump to any topic you want.

This roadmap has 19 topics across 6 phases. Completion time depends on your pace, since every linked course is self-paced.

Each linked course issues its own verified certificate on completion. There is no separate roadmap-level certificate.