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shay perchik

PROFILE

Shay Perchik

Worked on the Ultimagen/ugbio-utils repository to enhance the SRSNV XGBoost pipeline, focusing on faster VCF preparation and improved evaluation metrics. Introduced a new command line interface for annotation VCF preparation, added flexible filter operators, and refactored k-fold and chromosome splitting logic for more maintainable training workflows. Improved reporting by adding recall metrics at new thresholds and simplifying mixed-reads data presentation while preserving backward compatibility in HDF5 storage. Addressed plot stability for single-fold configurations by implementing a constant standard deviation fallback. Utilized Python, HDF5, and Jupyter Notebook, emphasizing robust data processing, statistical modeling, and unit testing practices.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
2
Lines of code
9,357
Activity Months1

Work History

June 2026

4 Commits • 2 Features

Jun 1, 2026

June 2026: Delivered major SRSNV/XGBoost pipeline enhancements, reporting improvements, and robustness fixes in Ultimagen/ugbio-utils. Focused on business value: faster VCF preparation, improved evaluation metrics, and a more maintainable codebase across training, reporting, and plotting.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage70.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

HDF5Jupyter NotebookPythonPython programmingbioinformaticscommand line interfacedata analysisdata processingdata visualizationmachine learningsoftware developmentstatistical modelingunit testing

Repositories Contributed To

1 repo

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

Ultimagen/ugbio-utils

Jun 2026 Jun 2026
1 Month active

Languages Used

Python

Technical Skills

HDF5Jupyter NotebookPythonPython programmingbioinformaticscommand line interface