Results for "distribution shift"

17 results

Data Drift Intermediate

Shift in feature distribution over time.

MLOps & Infrastructure
Prediction Drift Intermediate

Shift in model outputs.

MLOps & Infrastructure
Distribution Shift Intermediate

Train/test environment mismatch.

Model Failure Modes
Generalization Intermediate

How well a model performs on new data drawn from the same (or similar) distribution as training.

Foundations & Theory
Entropy Intermediate

A measure of randomness or uncertainty in a probability distribution.

AI Economics & Strategy
KL Divergence Intermediate

Measures how one probability distribution diverges from another.

AI Economics & Strategy
MAP Estimation Intermediate

Bayesian parameter estimation using the mode of the posterior distribution.

AI Economics & Strategy
Factor Graph Intermediate

Graphical model expressing factorization of a probability distribution.

Model Architectures
Expectation Advanced

Average value under a distribution.

Probability & Statistics
Central Limit Theorem Advanced

Sum of independent variables converges to normal distribution.

Probability & Statistics
Importance Sampling Advanced

Sampling from easier distribution with reweighting.

Probability & Statistics
Model Release Control Intermediate

Restricting distribution of powerful models.

Governance & Ethics
Domain Shift Intermediate

A mismatch between training and deployment data distributions that can degrade model performance.

MLOps & Infrastructure
Dataset Shift Intermediate

Differences between training and deployed patient populations.

AI in Healthcare
Probability Distribution Advanced

Describes likelihoods of random variable outcomes.

Probability & Statistics
Posterior Distribution Advanced

Updated belief after observing data.

Probability & Statistics
Prior Distribution Advanced

Belief before observing data.

Probability & Statistics