Data Science & AI
Comprehensive track from data analysis basics to production AI systems.
12 modules · 320 lessons
Who this path is for
This track is for developers and analysts who want a clear path from Python fundamentals to applied data work. You will see how real notebooks, pipelines, and models connect to day-to-day product analytics and ML delivery.
Lessons build on each other: start with core Python and data handling, then move toward modeling concepts and patterns you can discuss in interviews and on the job.
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12 modules · 320 lessons
Python Data Foundation
27 lessonsBeginner · Level 1
- Data Pipeline Drill for retail demand forecasting #1
- Modeling Sprint: reduce training instability #2
- Feature Quality Checkpoint #3
- Evaluation Playbook for health triage support model #4
- Experiment Reproducibility Routine #5
- Data Pipeline Drill for personalized recommendation prototype #6
- Modeling Sprint: strengthen experiment tracking #7
- Feature Quality Checkpoint #8
- Evaluation Playbook for retail demand forecasting #9
- Experiment Reproducibility Routine #10
- Data Pipeline Drill for fraud detection baseline #11
- Modeling Sprint: optimize inference latency #12
- Feature Quality Checkpoint #13
- Evaluation Playbook for personalized recommendation prototype #14
- Experiment Reproducibility Routine #15
- Data Pipeline Drill for energy usage forecasting #16
- Modeling Sprint: improve model quality #17
- Feature Quality Checkpoint #18
- Evaluation Playbook for fraud detection baseline #19
- Experiment Reproducibility Routine #20
- Data Pipeline Drill for warehouse optimization model #21
- Modeling Sprint: improve feature reliability #22
- Feature Quality Checkpoint #23
- Evaluation Playbook for energy usage forecasting #24
- Experiment Reproducibility Routine #25
- Data Pipeline Drill for customer churn prediction #26
- Modeling Sprint: increase reproducibility #27
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