Data Science Roadmap
A complete roadmap to becoming a data scientist. From Python basics to machine learning and landing your dream job.
How to use this roadmap:
- • Click on any topic to expand and see resources
- • Click the circles to mark topics as complete
- • Your progress is saved automatically
- • Go at your own pace - there's no rush!
Click on any circle to mark it as complete. Your progress is saved locally.
Python Programming
Learn Python from scratch. It's the most popular language for data science and has amazing libraries.
Mathematics & Statistics
Build the mathematical foundation needed to understand data analysis and machine learning algorithms.
Data Analysis with Pandas
Master Pandas - the essential Python library for data manipulation and analysis.
Data Visualization
Learn to tell stories with data through effective visualizations using Matplotlib and Seaborn.
SQL for Data
Learn SQL to query databases - a must-have skill for any data role.
Machine Learning Fundamentals
Understand the basics of machine learning and build your first predictive models.
Real-World Projects
Apply your skills to real datasets and build a portfolio of data science projects.
Career Preparation
Prepare your portfolio, practice interviews, and land your first data science role.