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ayissi-msft

PROFILE

Ayissi-msft

Developed a model validation enhancement for the microsoft/onnxruntime-genai repository by implementing perplexity metrics within the existing validation workflow. This work focused on integrating automatic perplexity calculation to support comprehensive performance reporting and improved model monitoring, addressing governance requirements for model risk assessment. Leveraging Python for scripting and data analysis, the solution was validated within the current pipeline to ensure seamless adoption and reliable evaluation of model quality. The approach demonstrated proficiency in machine learning and model validation, enabling more robust release validation and monitoring processes while contributing to the overall supportability and transparency of model evaluation in production environments.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
141
Activity Months1

Your Network

4779 people

Same Organization

@microsoft.com
4720
GitOpsMember
Ananta GuptaMember
Abi GicicMember
Abigail HartmanMember
Abram SandersonMember
Adam EttenbergerMember
Alexandre GattikerMember
Ami HollanderMember
AndersMember

Work History

November 2024

1 Commits • 1 Features

Nov 1, 2024

November 2024 monthly summary focused on delivering a high-impact model validation enhancement in microsoft/onnxruntime-genai. Implemented Perplexity Metrics for Model Validation, integrating perplexity calculation into the existing validation workflow to enable comprehensive performance reporting and better model monitoring. No major bugs fixed this month; efforts centered on feature delivery and aligning validation metrics with governance requirements to support model risk assessment.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage60.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Python scriptingdata analysismachine learningmodel validation

Repositories Contributed To

1 repo

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

microsoft/onnxruntime-genai

Nov 2024 Nov 2024
1 Month active

Languages Used

Python

Technical Skills

Python scriptingdata analysismachine learningmodel validation