Schedule and Program

Schedule 2025

For an up to date schedule of UBDS^3 2025 please use this link

Schedule 2025 - public

Program 2025

UBDS^3 2025 season syllabus is coming soon!

Course & project topics 2025

Statistics with R

- Importing data in R, data types and data wrangling
- Visualization, grammar of graphics, ggplot2
- PCA
- Regression
- Testing (ANOVA, t-test)
- Clustering
- Tidy data
- R-Python interoperability

Machine Learning with python

- Basic python toolkit: pandas, numpy, matplotlib, seaborn
- Data manipulation and preprocessing (Dealing with outliers, encoding features, scaling data)
- Linear and non-linear models, Regression and classification
- Metrics
- Advanced ML and DNN (keras, torch, tf, building NN)

Biological topics

TBA, see the faculty expertise areas

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