Statistics

4 articles
Testing Non-Deterministic Systems Strategies for testing AI systems where the same input produces different outputs: statistical assertions, …Statistical Assertion Pattern A testing pattern for non-deterministic AI outputs: run N times, assert success rate exceeds threshold, use …PCA - Principal Component Analysis What PCA is, how it identifies principal components, and when to use it for dimensionality reduction in ML …A/B Testing Patterns for Machine Learning Models Designing and running A/B tests for ML model changes. Traffic splitting, metric selection, statistical rigor, …