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Jason-Whitmore

PROFILE

Jason-whitmore

Worked on the elastic/elasticsearch repository to enhance the robustness of machine learning anomaly detection, focusing on spike detection in zero-variance datasets. Addressed a bug in the ChangePointDetector by refining the KDE evaluate method so it accurately returns ValueAndMagnitude objects when bandwidth is zero, which previously led to missed spikes in homogeneous data. Added comprehensive unit and integration tests to validate the fix and prevent future regressions. This work, implemented in Java and leveraging machine learning and testing expertise, improved the reliability of anomaly detection in production environments by reducing both missed alerts and false positives in critical monitoring paths.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

1Total
Bugs
1
Commits
1
Features
0
Lines of code
61
Activity Months1

Work History

November 2025

1 Commits

Nov 1, 2025

November 2025: Enhanced robustness of ML anomaly detection in elastic/elasticsearch by delivering a fix to ChangePointDetector on zero-variance datasets. Resolved KDE evaluate() so it returns accurate ValueAndMagnitude objects for bandwidth=0, preventing missed spikes. Added tests to validate the change. This work improves reliability of spike detection in homogeneous datasets with rare outliers, reducing missed alerts and false positives in production anomaly detection paths.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Java

Technical Skills

JavaMachine LearningTesting

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

elastic/elasticsearch

Nov 2025 Nov 2025
1 Month active

Languages Used

Java

Technical Skills

JavaMachine LearningTesting