Standard syllabus
Applied data science · Graduate · Data science
Topics
Advanced workflow
- Problem framing for ambiguous stakeholder goals
- Data contracts and metric definitions
- Complex wrangling across heterogeneous sources
- Causal vs predictive analysis planning
- Uncertainty quantification beyond point estimates
- Reproducible research at team scale
Experimentation and inference
- Experimental design for online and offline studies
- CUPED and variance reduction survey
- Sequential testing and peeking controls (intro)
- Observational causal methods survey (matching, DiD intro)
- Hierarchical models awareness
- Decision analysis under uncertainty
Modeling at scale
- Feature platforms and training/serving skew
- Model selection under business constraints
- Ensemble and stacking survey
- Calibration and decision thresholds
- Cost-sensitive and constrained optimization intro
- Failure modes and monitoring plans
What each unit includes
Open a unit below for full materials. Typical resources:
- Study guide
- Exam Strategy
- Common Mistakes
- Worksheets
- Word problems
- Mixed Practice
- Multi-Unit Problems
- Review
- Practice test
- Answer key
Study units
Each unit includes a study guide, worksheets, review, practice test, and answer key. One unit is free; subscribe for the full class.
- Advanced workflow
Problem framing for ambiguous stakeholder goals
Coming soon - Experimentation and inference
Experimental design for online and offline studies
Coming soon - Modeling at scale
Feature platforms and training/serving skew
Coming soon - Delivery
Partnering with engineering on pipelines
Coming soon - Systems awareness
Warehouse/lakehouse query patterns
Coming soon
Pricing calculator
Choose materials, tutoring, or both — or book a single session as needed. Customize your plan on the subscribe page.
$1,162 · Applied data science · 18 tutoring hrs
Study guides, worksheets, reviews, practice tests, and answer keys for 1 class. 18 tutoring hours (1 hr / week · semester). Bundle discount applied vs buying separately. Pay in full via Zelle.