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Curated Progression

A clear path from foundations to portfolio-ready data skills.

Progress methodically through Python, SQL, Statistics, Power BI, Machine Learning, and AI workflows to build demonstrable portfolio assets.

Choose a Course
Beginner Friendly Foundations
Milestone Project Checkpoints
CV & Technical Interview Readiness
Verifiable Credential Pathway

Progression Pathway

Follow the full sequence or enter at your current skill tier.

The roadmap functions both as an end-to-end career curriculum and as a blueprint for modular skill acquisition.

Step 01 / CodePython FundamentalsStep 02 / ReasoningStatistics for Data ScienceStep 03 / Data accessSQLStep 04 / CleaningData Analysis with PandasStep 05 / StoryData VisualizationStep 06 / DashboardsPower BIStep 07 / ModelsMachine LearningStep 08 / AI toolsArtificial IntelligenceStep 09 / ProofPortfolio ProjectsStep 010 / ExperienceInternshipStep 011 / LaunchData Career

Phase 01

Python Fundamentals

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 02

Statistics for Data Science

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 03

SQL

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 04

Data Analysis with Pandas

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 05

Data Visualization

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 06

Power BI

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 07

Machine Learning

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 08

Artificial Intelligence

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 09

Portfolio Projects

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 010

Internship

Complete interactive labs, quizzes, and project checkpoint before progressing.

Phase 011

Data Career

Complete interactive labs, quizzes, and project checkpoint before progressing.