
Jack Mouyang developed and documented automated image processing workflows for the STAT390_WI2025 and STAT390_project repositories, focusing on reproducible research and efficient onboarding. He built a scalable pipeline for tissue patch extraction, integrating smoothing, overlap control, patch size constraints, and contour detection using Python, OpenCV, and NumPy. His approach included automated batch processing and performance metrics such as epithelium coverage. Jack also delivered comprehensive documentation updates in Quarto and Markdown, linking workflow steps with data trackers to improve traceability. His work demonstrated depth in algorithm development, data management, and technical writing, resulting in maintainable, collaborative, and reproducible project foundations.
Concise monthly summary for 2025-03 focusing on key accomplishments in STAT390_WI2025 project. Highlights delivered a scalable image-patch workflow, documentation improvements, and reproducible processing.
Concise monthly summary for 2025-03 focusing on key accomplishments in STAT390_WI2025 project. Highlights delivered a scalable image-patch workflow, documentation improvements, and reproducible processing.
February 2025 — Documentation and knowledge-transfer focus for arvindkrishna87/STAT390_project. Delivered two major documentation features: About Page Documentation Improvements; and ML Patch Size Methodology and STAT390 Progress Documentation. Changes emphasize clarity, research traceability, and onboarding readiness. No major bugs fixed this month. Impact includes improved maintainability, faster onboarding for new contributors, and clearer external-facing documentation; groundwork for robust ML experimentation and reproducibility. Technologies/skills demonstrated include Git commit traceability, Quarto/Markdown documentation (about.qmd), expanded ML methodology with literature references, and documentation best practices.
February 2025 — Documentation and knowledge-transfer focus for arvindkrishna87/STAT390_project. Delivered two major documentation features: About Page Documentation Improvements; and ML Patch Size Methodology and STAT390 Progress Documentation. Changes emphasize clarity, research traceability, and onboarding readiness. No major bugs fixed this month. Impact includes improved maintainability, faster onboarding for new contributors, and clearer external-facing documentation; groundwork for robust ML experimentation and reproducibility. Technologies/skills demonstrated include Git commit traceability, Quarto/Markdown documentation (about.qmd), expanded ML methodology with literature references, and documentation best practices.
January 2025: Focused documentation and tracker integration for the Slice Extraction and Matching Workflow in arvindkrishna87/STAT390_project, enabling reproducible research and faster onboarding. Delivered Step 1–2 docs with detailed coverage of QuPath-based image processing, manual slice extraction, thresholder visualization, slice matching methodology, folder organization, and tracker spreadsheet integration. Established data-tracking linkage between the workflow docs and the tracker to improve data lineage and decision traceability; updated patching research references (Fall 2024/Winter 2025) and clarified patching approaches. Changes were committed across index.qmd, step1.qmd, and step2.qmd, reinforcing documentation consistency and collaborative workflows.
January 2025: Focused documentation and tracker integration for the Slice Extraction and Matching Workflow in arvindkrishna87/STAT390_project, enabling reproducible research and faster onboarding. Delivered Step 1–2 docs with detailed coverage of QuPath-based image processing, manual slice extraction, thresholder visualization, slice matching methodology, folder organization, and tracker spreadsheet integration. Established data-tracking linkage between the workflow docs and the tracker to improve data lineage and decision traceability; updated patching research references (Fall 2024/Winter 2025) and clarified patching approaches. Changes were committed across index.qmd, step1.qmd, and step2.qmd, reinforcing documentation consistency and collaborative workflows.

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