Complete Data Science Roadmap (2026)

Become a production-ready Data Scientist capable of solving business problems using statistics, machine learning, experimentation, and data storytelling.

Phased roadmap10 phases8-12 months

1
Phase 03-4 weeks
Programming Foundations
Modules
Python
Topics
Syntax
Functions
OOP
Generators
Decorators
Typing
Virtual Environments
Packaging
Exception Handling
SQL
Topics
SELECT
JOIN
GROUP BY
CTEs
Window Functions
Indexes
Transactions
Git & Linux
Topics
Git
GitHub
Branching
Bash
SSH
Cron
Environment Variables
Projects
CSV Analyzer
Sales Report Generator
SQL Practice Database
2
Phase 1
Mathematics & Statistics
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3
Phase 2
Data Analysis
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4
Phase 3
Machine Learning
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5
Phase 4
Deep Learning
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6
Phase 5
Specializations
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7
Phase 6
Business Intelligence & Storytelling
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8
Phase 7
MLOps & Deployment
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9
Phase 8
Portfolio
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10
Phase 9
Interview Preparation
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Programming Foundations

Mathematics & Statistics

Data Analysis

Machine Learning

Deep Learning

Specializations

Business Intelligence & Storytelling

MLOps & Deployment

Portfolio

Interview Preparation

Ready to go all in?