05 Unsupervised learning - Anomalies, p-values and Missingness

In this block we cover:

• Anomaly detection
  • Including Outliers
• Statistical testing
  • Modern testing including Conformal inference
• Missing Data
  • types of missingness

Lectures:

Anomaly Detection:

• 05.1 Anomaly Detection
  • Reference R code (05.1-AnomalyDetection.R)
• 5.1.P Portfolio on Anomaly Detection Methods

Statistical Testing:

• 05.2 Towards Modern Statistical Testing
  • Reference R code (05.2-StatisticalTesting.R)
• 5.2.P Portfolio on Conformal Prediction

Workshop:

• 05.3 Missingness (.Rmd)
• 05.3 Missingness (.html)

Assessments:

• The main long form portfolio Portfolio 5.
• Block05 on Noteable via Blackboard (2026-27 link)

Navigation

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