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myeonghah

PROFILE

Myeonghah

Myeongha contributed to the JANGHANPYEONG/20252R0136COSE48002 repository by developing and refining deep learning models for 3D vision and hyperspectral imaging, including the WRN_3D_SE and SpectrumNet architectures. Leveraging Python, PyTorch, and React, Myeongha implemented config-driven training pipelines, enhanced model deployment workflows, and improved UI/UX for AI training and prediction interfaces. The work included expanding database models, integrating FastAPI endpoints for model orchestration, and stabilizing code through targeted bug fixes and refactoring. This engineering effort enabled scalable, end-to-end data-to-insight workflows, improved model accuracy, and streamlined deployment, demonstrating strong depth in backend, machine learning, and full-stack development.

Overall Statistics

Feature vs Bugs

81%Features

Repository Contributions

56Total
Bugs
5
Commits
56
Features
21
Lines of code
4,526
Activity Months2

Work History

August 2025

32 Commits • 12 Features

Aug 1, 2025

Monthly Summary for 2025-08 focused on delivering end-to-end improvements across the JANGHANPYEONG/20252R0136COSE48002 repository. The month combined model, UI, API, and deployment work to accelerate data-to-insight workflows, improve stability, and enable scalable operations.

July 2025

24 Commits • 9 Features

Jul 1, 2025

July 2025 performance summary highlighting major feature deliveries, stability improvements, and impact on product velocity. Delivered a set of 3D vision and sequence-processing models, stabilized experimentation with config-driven training, and hardened the codebase for scalable iterations. The work accelerates model deployment readiness and reduces friction in running end-to-end training pipelines.

Activity

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Quality Metrics

Correctness74.0%
Maintainability74.2%
Architecture71.2%
Performance66.0%
AI Usage20.6%

Skills & Technologies

Programming Languages

CSSHTMLJavaScriptPython

Technical Skills

API DevelopmentAPI IntegrationBackend DevelopmentCode RefactoringComputer VisionConfiguration ManagementData ModelingData RetrievalData VisualizationDatabase DesignDatabase InteractionDatabase ModelingDeep LearningExcel ParsingExplainable AI (XAI)

Repositories Contributed To

1 repo

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

JANGHANPYEONG/20252R0136COSE48002

Jul 2025 Aug 2025
2 Months active

Languages Used

PythonCSSHTMLJavaScript

Technical Skills

Computer VisionConfiguration ManagementDeep LearningFeature ExtractionHyperspectral ImagingImage Processing

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