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PROFILE

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Gyeongtaek developed foundational machine learning and data processing tools for the kccistc/intel-06 repository, focusing on both educational scaffolding and practical code enhancements. He introduced a Python-based numerical optimization and visualization toolkit, leveraging NumPy, Pillow, and OpenCV to support gradient descent variants and image processing workflows. His work included standardizing homework directory structures and updating documentation to streamline onboarding. Gyeongtaek also created assignments for perceptron, artificial neural networks, and CNNs using TensorFlow, applying transfer learning with MobileNetV3 for image classification tasks. The codebase was further improved through targeted cleanup, removing deprecated visualization assets to enhance maintainability and clarity.

Overall Statistics

Feature vs Bugs

83%Features

Repository Contributions

9Total
Bugs
1
Commits
9
Features
5
Lines of code
1,348
Activity Months1

Work History

April 2025

9 Commits • 5 Features

Apr 1, 2025

April 2025 monthly summary for kccistc/intel-06: Established foundational homework scaffolding and updated documentation, launched a Python Numerical Optimization and Visualization Toolkit, and advanced ML education pipelines with perceptron/ANN and CNN (MobileNetV3 transfer learning). Also cleaned up the visualization module by removing deprecated assets to improve maintainability and onboarding. These efforts deliver tangible code artifacts, enable faster experimentation, and demonstrate value across Python, ML, and data processing disciplines.

Activity

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Quality Metrics

Correctness88.8%
Maintainability88.8%
Architecture84.4%
Performance84.4%
AI Usage20.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

Artificial Neural NetworksBasic Python ProgrammingCNNCode CleanupData ScienceData StructuresData VisualizationDeep LearningDocumentationFile ManagementGradient DescentImage ProcessingMachine LearningMatplotlibNumPy

Repositories Contributed To

1 repo

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

kccistc/intel-06

Apr 2025 Apr 2025
1 Month active

Languages Used

MarkdownPython

Technical Skills

Artificial Neural NetworksBasic Python ProgrammingCNNCode CleanupData ScienceData Structures

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