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buskingsue

PROFILE

Buskingsue

Over two months, contributed to the kgkorchamhrd/intel-03 repository by developing six features focused on machine learning tooling, computer vision, and educational utilities. Built a real-time Rock-Paper-Scissors game using Python, OpenCV, and MediaPipe, enabling gesture recognition from webcam input. Enhanced onboarding and experimentation by improving documentation, adding scaffolding, and creating NumPy-based matrix utilities. Developed a gradient descent visualization suite and implemented end-to-end ML experiments, including a Fashion MNIST classifier and perceptron logic gate demo. Delivered ML training visualizations to support demos and stakeholder presentations. Work emphasized code clarity, reproducibility, and repository readiness for both internal and client-facing use.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

14Total
Bugs
0
Commits
14
Features
6
Lines of code
936
Activity Months2

Your Network

1148 people

Work History

March 2025

4 Commits • 2 Features

Mar 1, 2025

Month: 2025-03\n\nKey features delivered:\n- Rock-Paper-Scissors game using computer vision with MediaPipe that detects hand gestures from a webcam, plays against a computer opponent, and displays the player's gesture, computer's choice, and the result. Includes project documentation (README) and a presentation resource.\n- Visualization artifacts from ML training added: predictions.png, train_accuracy.png, train_loss.png to illustrate model performance.\n\nMajor bugs fixed: None reported this month.\n\nOverall impact and accomplishments:\n- Delivered a functional CV-based interactive demo and accompanying ML visualization assets to support demos, knowledge transfer, and stakeholder demonstrations.\n- Strengthened repository readiness for client-facing demos and internal reviews.\n\nTechnologies/Skills demonstrated:\n- Computer vision with MediaPipe; real-time gesture detection and game logic\n- ML training visualization and pipeline artifact management\n- Git-based collaboration and documentation (README, presentation materials)

February 2025

10 Commits • 4 Features

Feb 1, 2025

February 2025 (2025-02) focused on strengthening developer experience, expanding experimentation capabilities, and laying groundwork for ML tooling. Key outcomes include substantial documentation and scaffolding improvements, new utilities for matrix operations, a gradient descent visualization suite, and end-to-end ML experiments with Fashion MNIST and a simple perceptron. Minor maintenance tasks addressed to improve repo hygiene and onboarding efficiency.

Activity

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Quality Metrics

Correctness90.0%
Maintainability90.0%
Architecture90.0%
Performance90.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

Code CleanupComputer VisionData ManipulationData VisualizationDeep LearningDocumentationFile ManagementGame DevelopmentGradient DescentMachine LearningMediaPipeNeural NetworksNumPyNumerical ComputingOpenCV

Repositories Contributed To

1 repo

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

kgkorchamhrd/intel-03

Feb 2025 Mar 2025
2 Months active

Languages Used

MarkdownPython

Technical Skills

Code CleanupData ManipulationData VisualizationDeep LearningDocumentationFile Management