pymc-devs/pymc
Jul 2025 – Aug 2025
2 Months active
Languages Used
Python
Technical Skills
Bug FixDebuggingSoftware DevelopmentTestingNumerical ComputationProbabilistic Programming
Asif Zubair
PROFILE
Asif Zubair
Contributed to the pymc-devs/pymc repository by developing log CDF functionality for the CensoredRV distribution, enabling accurate modeling of left, right, and interval censored data. Addressed numpy deprecation issues in statistical calculations by updating scaling logic, which improved compatibility and reduced test warnings. Enhanced the robustness of mixture log probability inference through refined subtensor indexing and expanded test coverage for complex graph scenarios, leading to improved error handling and CI stability. Work was implemented in Python, leveraging skills in numerical computation, probabilistic programming, and statistical modeling to deliver more reliable and maintainable code for probabilistic modeling workflows.
Overall Statistics
Feature vs Bugs
33%Features
Repository Contributions
3Total
Bugs
2
Commits
3
Features
1
Lines of code
158
Activity Months2
Your Network
37 peopleWork History
August 2025
1 Commits • 1 Features
Aug 1, 2025August 2025 monthly summary for pymc-devs/pymc focusing on key feature delivery and technical impact. The month centered on enhancing censored data support by enabling log CDF calculations for the CensoredRV distribution across left, right, and interval censoring, and ensuring integration with PyMC distribution utilities. This work aligns with ongoing effort to broaden model realism and usability for censored datasets.
1 Commits • 1 Features
Aug 1, 2025August 2025 monthly summary for pymc-devs/pymc focusing on key feature delivery and technical impact. The month centered on enhancing censored data support by enabling log CDF calculations for the CensoredRV distribution across left, right, and interval censoring, and ensuring integration with PyMC distribution utilities. This work aligns with ongoing effort to broaden model realism and usability for censored datasets.
August 2025
July 2025
2 Commits
Jul 1, 2025July 2025 monthly summary focused on delivering reliability, forward-compatibility, and robustness in the pymc repository. Achievements center on addressing numpy deprecations in statistics calculations and hardening mixture logprob evaluation in complex graph scenarios. These changes reduce test noise, improve model correctness, and enhance CI stability, delivering clear business value for modelers and developers.
July 2025
2 Commits
Jul 1, 2025July 2025 monthly summary focused on delivering reliability, forward-compatibility, and robustness in the pymc repository. Achievements center on addressing numpy deprecations in statistics calculations and hardening mixture logprob evaluation in complex graph scenarios. These changes reduce test noise, improve model correctness, and enhance CI stability, delivering clear business value for modelers and developers.
Activity
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Quality Metrics
Correctness96.6%
Maintainability93.4%
Architecture93.4%
Performance86.6%
AI Usage20.0%
Skills & Technologies
Programming Languages
Python
Technical Skills
Bug FixDebuggingNumerical ComputationProbabilistic ProgrammingSoftware DevelopmentStatistical ModelingTesting
Repositories Contributed To
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