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Shipra

PROFILE

Shipra

Worked on expanding the keras-team/keras repository’s OpenVINO backend, delivering a comprehensive suite of tensor operations and utilities to improve model deployment and inference performance. Focused on implementing advanced tensor manipulation functions such as cross product, tensordot, and bitwise operations, while also standardizing stacking and splitting utilities across multiple backends. Leveraged Python, NumPy, and TensorFlow to enhance numerical stability, error handling, and API consistency. Refactored core backend logic to optimize memory usage and performance, addressing dynamic rank and negative index handling. This work enabled more flexible, reliable production pipelines for machine learning workloads across diverse hardware environments.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

18Total
Bugs
0
Commits
18
Features
3
Lines of code
1,300
Activity Months2

Work History

February 2026

6 Commits • 2 Features

Feb 1, 2026

February 2026: Expanded OpenVINO backend capabilities and strengthened cross-backend tensor utilities, enabling more flexible and reliable deployment pipelines.

January 2026

12 Commits • 1 Features

Jan 1, 2026

January 2026 monthly summary for keras OpenVINO backend. Expanded the OpenVINO backend with a comprehensive tensor-ops suite and refactors to boost performance and stability, enabling broader deployment of keras models on OpenVINO hardware. Key deliverables include cbrt, hypot/trace, size/swapaxes, kron, argpartition, logaddexp2, ldexp, select, round, divide_no_nan, vstack, ptp, tile, and nansum. Also added robust error handling for dynamic rank and proper handling of negative indices, and refactored to remove intermediate Output objects for better performance. This work increases numerical stability, API consistency, and inference throughput, driving business value for production ML workloads.

Activity

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Quality Metrics

Correctness92.2%
Maintainability80.0%
Architecture82.2%
Performance80.0%
AI Usage32.2%

Skills & Technologies

Programming Languages

Python

Technical Skills

Backend DevelopmentJAXKerasMachine LearningNumPyOpenVINOPyTorchPythonTensor operationsTensorFlowbackend developmentdeep learningerror handlingnumerical computingnumerical stability

Repositories Contributed To

1 repo

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

keras-team/keras

Jan 2026 Feb 2026
2 Months active

Languages Used

Python

Technical Skills

KerasOpenVINOTensor operationsTensorFlowbackend developmenterror handling