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Nam Khanh Pham

PROFILE

Nam Khanh Pham

Worked on the pytorch/torchrec repository to address a bug in the NDCG metric calculation for multitask recommender system scenarios. Focused on improving the accuracy and reliability of offline evaluation by fixing the NDCG implementation, which reduces the risk of misranking in complex multitask pipelines. Developed and integrated comprehensive unit tests using Python and pytest to validate the metric across multiple tasks, ensuring robust test coverage. Leveraged a Git-based workflow and continuous integration to maintain code quality. This work enhanced the dependability of TorchRec’s evaluation tools for users working with machine learning and data science in recommender system contexts.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

1Total
Bugs
1
Commits
1
Features
0
Lines of code
152
Activity Months1

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Work History

February 2025

1 Commits

Feb 1, 2025

February 2025 — TorchRec: Delivered NDCG metrics fixes for multitask scenarios with accompanying unit tests, improving accuracy and reliability of offline evaluation across multiple tasks. This work reduces misranking risk in multitask pipelines and strengthens TorchRec for users evaluating complex recommender systems. Tech stack demonstrated: Python, PyTorch, pytest, and Git-based workflow; added test coverage with CI integration.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Pythondata sciencemachine learningunit testing

Repositories Contributed To

1 repo

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

pytorch/torchrec

Feb 2025 Feb 2025
1 Month active

Languages Used

Python

Technical Skills

Pythondata sciencemachine learningunit testing