All Learning Journey
Learning Journey

Data Scientist

Where statistics meets strategy

3-6months Beginner to Expert 3 courses

Learning Roadmap

6 Modules · 6 Assessments · 1 Final Certification Exam

Highest-Demand Career

One of the fastest-growing, best-paid roles in tech today.

Skills That Compound

Every module builds on the last.

Works Across Every Industry

Every sector needs these skills.

Practice-Based, Not Just Theory

Each module ends in a quiz and assignment, not passive watching.

1

MODULE 01 · BEGINNER

Programming Foundations

Learn Python/R fundamentals, SQL basics, and Excel for data handling.

PythonSQLExcelGit Basics

Assessment

Coding Exercises + Quiz

Hands-on coding lab required to unlock Module 2

Role Unlocked

Programming Foundations Associate

2

MODULE 02 · BEGINNER–INTERMEDIATE

Data Wrangling & Visualization

Clean, manipulate, and visualize data to uncover patterns and trends.

PandasNumPyMatplotlib/SeabornEDA

Assessment

Data Cleaning Project + Visualization Assignment

Portfolio project submission required

Role Unlocked

Data Analyst Associate

3

MODULE 03 · INTERMEDIATE

Machine Learning Fundamentals

Build and evaluate supervised and unsupervised learning models.

RegressionClassificationClusteringModel Evaluation

Assessment

ML Project + Case Study

Peer-reviewed project submission

Role Unlocked

Machine Learning Practitioner

4

MODULE 04 · ADVANCED

Advanced Machine Learning & Deep Learning

Explore neural networks, NLP, time series, and big data tools.

TensorFlow/PyTorchNLPTime SeriesSpark

Assessment

Capstone Mini-Project

Includes mentor review and feedback

Role Unlocked

Advanced ML Specialist

5

MODULE 05 · ADVANCED

Deployment & MLOps

Deploy models into production and manage ML pipelines at scale.

Flask/APIsDockerCloud (AWS/GCP/Azure)CI/CD

Assessment

End-to-End Deployment Project

Real-world simulated deployment environment

Role Unlocked

MLOps Professional

6

MODULE 06 · EXPERT

Specialization & Leadership

Apply advanced research, lead projects, and mentor others.

A/B TestingBusiness StrategyTeam LeadershipResearch

Assessment

Capstone Portfolio + Presentation

Final milestone — unlocks full certification

Role Unlocked

Data Science Expert

Final Certification Assessment

Assessed through a project submission, code review, and a live presentation to demonstrate technical depth, problem-solving ability, and communication skills.

70%

Pass Mark

Machine Learning Practitioner

SimplyJITH Academy Credential

Programming Foundations Associate

MODULE 1

Data Analyst Associate

MODULE 2

Machine Learning Practitioner

MODULE 3

Advanced ML Specialist

MODULE 4

MLOps Professional

MODULE 5

Data Science Expert

MODULE 6

Machine Learning Practitioner

Final · 70%+

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