DSM

Your Journey

Data Science Roadmap

One structured path from beginner to industry-ready. Every skill taught in the order it becomes useful.

0%of available curriculum complete

0 of 10 stages · 0 of 92 lessons

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FoundationsIndustry Ready

Start Here · Foundations & Data Literacy

What Is Data Science?

0 of 12 lessons complete15 mins40 XP

0% complete

The tools every data analyst uses before writing a line of code.

ExcelPower BITableau

Unlocks as you advance through the roadmap.

Python and R — the languages that turn data into decisions.

Foundations & Data Literacy

Beginner · 8h

0/12
What Is Data Science?Understanding DataIntro to StatisticsFoundations Project

Python for Data Science

Beginner · 32h

0/36
Python FoundationsControl FlowFunctionsData Structures+3 more

The mathematical foundations every ML model relies on.

MathematicsStatisticsProbability

Unlocks as you advance through the roadmap.

Transform raw data into actionable insights with Pandas and NumPy.

Data Analysis with Pandas

Beginner · 18h

0/22
Pandas CoreData CleaningData TransformationExploratory Data Analysis
EDANumPyMatplotlibSeabornData CleaningFeature Engineering

Train, tune, and evaluate classical ML models on real datasets.

RegressionClassificationClusteringEnsemble LearningModel EvaluationTime Series

Unlocks as you advance through the roadmap.

Query and manage structured data at scale.

SQL & Databases

Beginner · 16h

0/22
SQL FoundationsJoinsAdvanced SQLDatabase Design+1 more
MongoDB

Handle datasets too large for a single machine.

PySparkWeb Scraping

Unlocks as you advance through the roadmap.

Neural networks, LLMs, RAG pipelines, and autonomous agents.

CNNRNNLSTMTransformersNLPLLMsLangChainRAGAgentsFine Tuning

Unlocks as you advance through the roadmap.

Ship models to production — Docker, FastAPI, cloud platforms.

DockerFastAPIAWSAzureMLflowCI/CD

Unlocks as you advance through the roadmap.

Build proof of your skills and land the data science role.

ResumeLinkedInPortfolioMock InterviewsSalary Negotiation

Unlocks as you advance through the roadmap.

10 stages remaining to become industry-ready.

200+ lessons · 20+ projects · 300+ interview questions · all free