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Kush Agrawal

PROFILE

Kush Agrawal

Worked on the securefederatedai/openfl repository to enhance onboarding and workflow clarity for federated learning with linear regression. Developed an end-to-end OpenFL tutorial in Jupyter Notebook, demonstrating model definition, synthetic data generation, federated training, and evaluation, which provided a reproducible resource for new users. Subsequently streamlined the NumPy linear regression workflow sample by removing unnecessary stdout redirection and simplifying collaborator iteration logic, improving execution reliability and reducing onboarding friction. Leveraged Python, NumPy, and the OpenFL framework throughout, focusing on reproducibility, code clarity, and maintainability. No bugs were fixed, reflecting stability in the delivered features and workflow improvements.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
2
Lines of code
581
Activity Months2

Work History

January 2025

1 Commits • 1 Features

Jan 1, 2025

January 2025 monthly summary for securefederatedai/openfl. Focused on streamlining the NumPy linear regression workflow sample within the OpenFL framework to improve reliability, clarity, and onboarding for contributors. Key changes reduced noise from stdout, simplified collaborator iteration logic, and clarified execution flow, with planned exclusion of 'private' collaborators in the next step.

November 2024

1 Commits • 1 Features

Nov 1, 2024

November 2024 monthly summary for securefederatedai/openfl: Delivered a new OpenFL Federated Learning Tutorial for Linear Regression, enabling end-to-end demonstration of model definition, synthetic data generation, federated training workflow, and evaluation. This work strengthens onboarding, showcases practical federated learning patterns, and adds tangible developer value.

Activity

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Quality Metrics

Correctness85.0%
Maintainability80.0%
Architecture85.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookPython

Technical Skills

Data ScienceFederated LearningMachine LearningOpenFLPython

Repositories Contributed To

1 repo

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

securefederatedai/openfl

Nov 2024 Jan 2025
2 Months active

Languages Used

Jupyter NotebookPython

Technical Skills

Data ScienceFederated LearningMachine LearningOpenFLPython