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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