Structured Learning Paths
Programs built around the courses already shipping now, plus a professional engineering pathway that is being assembled in the same practical, production-first format.
Ready now
Programs You Can Start Today
Ready Nowbeginner
Applied Data Foundations
A practical start for learners who want coding, SQL, and analytical confidence before moving into machine learning or engineering tracks.
8-10 weeks 3 courses Project-based delivery
Career outcomes
Junior Data AnalystData Science TraineeTechnical Research Assistant
Current curriculum
- 1Python for Data Science
- 2SQL for Data Science
- 3Statistics & A/B Testing for Data Science
Ready Nowintermediate
AI Engineering Track
A production-minded AI path combining core Python, modern AI application engineering, and experimental decision systems.
10-12 weeks 3 courses Project-based delivery
Career outcomes
AI EngineerLLM Application EngineerApplied ML Engineer
Current curriculum
- 1Python for Data Science
- 2SQL for Data Science
- 3AI Engineering
Ready Nowbeginner
Data Engineering Track
A hands-on data workflow track focused on tooling, engineering habits, and production pipeline thinking.
8-10 weeks 3 courses Project-based delivery
Career outcomes
Junior Data EngineerAnalytics EngineerPlatform Operations Associate
Current curriculum
- 1VS Code + WSL Beginner Workflow
- 2SQL for Data Science
- 3Data Engineering
In Developmentintermediate
Professional Engineering Pathway
A full professional engineering pathway for learners who want to move from local developer workflow to production infrastructure, reliability, and operational readiness.
6-9 months 13 planned courses Built from real engineering workflows
Target roles
Platform EngineerMLOps EngineerDevOps EngineerCloud Infrastructure Engineer
Pathway build-out
Stage 1: Engineering Foundations
Linux & WSL engineering
Python project engineering
Git & GitHub workflows
Environments & dependency systems
Stage 2: Build & Ship
Docker
CI/CD
Kubernetes
Stage 3: Operate & Scale
Observability & SRE
Platform security
Cloud architecture
Stage 4: Advanced Production Systems
Distributed systems
Resilience engineering
Final production operations