Data Science

Data Science and Machine Learning Self-Study Roadmap

A curated collection of our favorite online courses, books and tutorials

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Month 0–2 (Prerequisites)

Mathematics for Data Science & ML
Programming with Python
Databases, Excel, and SQL

Month 2–4 (Basics)

Data Analysis & Visualization
Supervised Machine Learning
Unsupervised Machine Learning

Month 4–6 (Intermediate)

Deep Learning with PyTorch/Tensorflow
Advanced Machine Learning
Machine Learning in Production

Month 6–8 (Advanced — optional)

Advanced Deep Learning
Natural Language Processing
Product Analytics & A/B Testing

Month 8–10 (Job Preparation)

Data Structures and Algorithms
Web Development & Cloud Computing
Career Readiness Bootcamp

Month 10–12 (Job Readiness)

Capstone Project / Internship
Interview Practice
Programming Practice