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soobin

PROFILE

Soobin

Over a two-month period, contributed to the pskcci/DX-01 repository by developing an end-to-end real-time perception pipeline that integrates OpenVINO-based pose estimation, MiDaS depth sensing, and YOLOv5 object detection to identify when a beverage is near a detected hand. The work included building foundational documentation, educational scripts for data manipulation and image processing, and machine learning tutorials using Python and TensorFlow. Enhanced repository maintainability by removing large binary datasets and improving error handling. Delivered clear documentation and demo assets, enabling rapid onboarding and stakeholder feedback while demonstrating skills in computer vision, deep learning, and real-time system design.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

19Total
Bugs
0
Commits
19
Features
8
Lines of code
3,101
Activity Months2

Work History

December 2024

10 Commits • 2 Features

Dec 1, 2024

December 2024 performance for pskcci/DX-01 focused on delivering an end-to-end real-time perception pipeline and refreshing project documentation/assets to accelerate demos, stakeholder reviews, and handover. The work established a live analytics loop with visualization improvements and a ready-to-demo documentation package, enhancing user experience and enabling faster feedback cycles.

November 2024

9 Commits • 6 Features

Nov 1, 2024

November 2024 performance summary for pskcci/DX-01 focusing on business value, maintainability, and technical progress. Delivered foundational documentation scaffolding, data manipulation and image processing scripts, ML tutorials, and repository hygiene improvements. These changes establish a solid onboarding baseline, enable experimentation with ML and image processing, and reduce maintenance overhead by removing large binary datasets.

Activity

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Quality Metrics

Correctness87.4%
Maintainability86.2%
Architecture85.2%
Performance84.2%
AI Usage31.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

Basic ProgrammingComputer VisionData ManipulationData PreprocessingDeep LearningDepth EstimationDocumentationError HandlingFile ManagementImage ProcessingImage RecognitionKerasMachine LearningModel EvaluationModel Training

Repositories Contributed To

1 repo

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

pskcci/DX-01

Nov 2024 Dec 2024
2 Months active

Languages Used

MarkdownPython

Technical Skills

Basic ProgrammingData ManipulationData PreprocessingDeep LearningDocumentationError Handling