arvindkrishna87/STAT390_SP25_CMIL
Apr 2025 – Jun 2025
3 Months active
Languages Used
PythonExcelJupyter Notebook
Technical Skills
Computer VisionData PreprocessingDeep LearningImage ClassificationMachine LearningModel Training
hhxwang
PROFILE
Hhxwang
Harvey Wang developed and refined medical image classification workflows for the arvindkrishna87/STAT390_SP25_CMIL repository over three months, focusing on deep learning and attention mechanisms. He implemented end-to-end pipelines using Python and PyTorch, integrating EfficientNet and ResNet architectures with CBAM modules to enhance model attention and generalization. Harvey addressed data imbalance and reproducibility by improving preprocessing, data splitting, and evaluation strategies. He also led ensemble experiments across staining methods and maintained thorough project documentation. His work culminated in production-ready deliverables and polished presentations, demonstrating strong code organization, artifact management, and a disciplined approach to machine learning model development and handoff.
Overall Statistics
Feature vs Bugs
85%Features
Repository Contributions
38Total
Bugs
2
Commits
38
Features
11
Lines of code
1,058,814
Activity Months3
Your Network
80 peopleWork History
June 2025
18 Commits • 2 Features
Jun 1, 2025June 2025 monthly summary for arvindkrishna87/STAT390_SP25_CMIL. Focused on finalizing and polishing the batch 1 presentation and consolidating the final deliverables. No major bugs reported this month; all work centered on creating production-ready artifacts with a clear commit history for auditability and handoff.
18 Commits • 2 Features
Jun 1, 2025June 2025 monthly summary for arvindkrishna87/STAT390_SP25_CMIL. Focused on finalizing and polishing the batch 1 presentation and consolidating the final deliverables. No major bugs reported this month; all work centered on creating production-ready artifacts with a clear commit history for auditability and handoff.
June 2025
May 2025
17 Commits • 7 Features
May 1, 2025May 2025 Monthly Summary for arvindkrishna87/STAT390_SP25_CMIL: Delivered attention-focused modeling enhancements via CBAM integration, initiated ensemble-oriented experimentation, and strengthened project documentation and governance. The month also included targeted data handling improvements and preparation of week-by-week presentation materials to support reproducibility and communications.
May 2025
17 Commits • 7 Features
May 1, 2025May 2025 Monthly Summary for arvindkrishna87/STAT390_SP25_CMIL: Delivered attention-focused modeling enhancements via CBAM integration, initiated ensemble-oriented experimentation, and strengthened project documentation and governance. The month also included targeted data handling improvements and preparation of week-by-week presentation materials to support reproducibility and communications.
April 2025
3 Commits • 2 Features
Apr 1, 2025Delivered two end-to-end medical image classification features for arvindkrishna87/STAT390_SP25_CMIL in April 2025, establishing a reproducible ML workflow and benchmarking setup.
3 Commits • 2 Features
Apr 1, 2025Delivered two end-to-end medical image classification features for arvindkrishna87/STAT390_SP25_CMIL in April 2025, establishing a reproducible ML workflow and benchmarking setup.
April 2025
Activity
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Quality Metrics
Correctness88.4%
Maintainability88.4%
Architecture89.4%
Performance83.2%
AI Usage52.2%
Skills & Technologies
Programming Languages
ExcelJupyter NotebookPython
Technical Skills
Attention MechanismsCBAMCode OrganizationComputer VisionData AnalysisData AugmentationData PreprocessingData SplittingData VisualizationDeep LearningEfficientNetFile ManagementImage ClassificationImage ProcessingJupyter Notebook
Repositories Contributed To
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