Level 3 · Advanced Advanced Data Science

Goal: build on the Level 2 foundation with the advanced-level data science skills covered in this level's modules.

Modules

1. Advanced Statistical Modeling
2. Experimentation Platforms & Causal Inference Basics
3. Advanced Time Series Forecasting
4. Working with Big Data (sampling strategies, Dask basics)
5. Model Interpretability
6. Data Storytelling for Executives
7. Building Dashboards (Streamlit basics)
8. Reproducible Research Practices
9. Data Ethics & Bias
10. Project — Interactive Data Dashboard

Content status

Level 3 module content is being written — every page below has its scope defined and will be filled in next. Level 1 is complete and is the prerequisite for everything here.