Calibrating Ensemble Members

Learning Objectives
Learn about developments in ensemble member calibration
Potential Use Cases
More accurately assign probabilities to deep learning event outcomes.
Target Audience
ADVANCEDIf you're looking to ensure the confidence of your model's probability distributions.
Go through the following annotated items in order:
ARTICLE 1. Ensemble Learning
  • What is ensemble learning?
10 minutes
PAPER 2. Diverse Ensembles Improve Calibration
  • How can we improve calibration of each ensemble member?
10 minutes
PAPER 3. Should Ensemble Members Be Calibrated?
  • How can we evaluate calibrated ensemble members?
10 minutes

Concepts Covered