arvindkrishna87/STAT390_WI2025
Jan 2025 – Feb 2025
2 Months active
Languages Used
PythonC++
Technical Skills
Data AnalysisData VisualizationGeospatial Data HandlingJupyter NotebooksComputer VisionData Processing
sarieisen25
PROFILE
Sarieisen25
Contributed to the arvindkrishna87/STAT390_WI2025 repository by developing a robust image patch processing pipeline for microscopy slide analysis, automating contour-based patch extraction with overlap handling and performance metrics export. Enhanced data visualization and reproducibility by adding contour normal gridding assets and documenting GeoDataFrame export workflows in Jupyter Notebooks. Addressed a critical bug in affine transformation patch export, stabilizing the extraction pipeline. Improved repository maintainability through cleanup and the addition of test assets, supporting documentation and onboarding. Leveraged Python, OpenCV, and geospatial data handling skills to deliver scalable, reproducible data processing solutions with a focus on clarity and maintainability.
Overall Statistics
Feature vs Bugs
80%Features
Repository Contributions
8Total
Bugs
1
Commits
8
Features
4
Lines of code
2,411
Activity Months2
Your Network
126 peopleSame Organization
@u.northwestern.edu114
Work History
February 2025
6 Commits • 2 Features
Feb 1, 2025February 2025 performance summary for arvindkrishna87/STAT390_WI2025: Focused on delivering an end-to-end image patch processing pipeline, stabilizing patch export through robust handling of contour-based patch generation and overlaps, and tightening the repository with testing assets. These efforts increase data throughput, reproducibility, and maintainability, enabling scaled analysis of microscopy slides and more reliable performance metrics export.
6 Commits • 2 Features
Feb 1, 2025February 2025 performance summary for arvindkrishna87/STAT390_WI2025: Focused on delivering an end-to-end image patch processing pipeline, stabilizing patch export through robust handling of contour-based patch generation and overlaps, and tightening the repository with testing assets. These efforts increase data throughput, reproducibility, and maintainability, enabling scaled analysis of microscopy slides and more reliable performance metrics export.
February 2025
January 2025
2 Commits • 2 Features
Jan 1, 2025January 2025: STAT390_WI2025 contributions focused on visualization and data export documentation within arvindkrishna87/STAT390_WI2025.
January 2025
2 Commits • 2 Features
Jan 1, 2025January 2025: STAT390_WI2025 contributions focused on visualization and data export documentation within arvindkrishna87/STAT390_WI2025.
Activity
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Quality Metrics
Correctness72.6%
Maintainability82.4%
Architecture75.0%
Performance72.6%
AI Usage20.0%
Skills & Technologies
Programming Languages
C++Python
Technical Skills
Computer VisionData AnalysisData ProcessingData VisualizationFile I/OFile System OperationsGeospatial Data HandlingImage ProcessingJupyter NotebooksOpenCVPython Scripting
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