arvindkrishna87/STAT390_SP25_CMIL
Apr 2025 – May 2025
2 Months active
Languages Used
Jupyter NotebookPythonMarkdownPDF
Technical Skills
Computer VisionData PreprocessingDeep LearningImage AnalysisMachine LearningMultiple Instance Learning
Hannah Zhao
PROFILE
Hannah Zhao
Developed a Multiple Instance Learning (MIL) workflow for histology image analysis in the arvindkrishna87/STAT390_SP25_CMIL repository, focusing on H&E stained samples. Leveraged PyTorch and Python to implement a MIL-based patch analysis pipeline, integrating a DenseNet backbone and addressing class imbalance challenges. Enhanced project maintainability through comprehensive folder reorganization, improved documentation, and structured README updates. Experimented with data preprocessing techniques, including padding-based transforms to preserve image context. Supported model evaluation and stakeholder communication by preparing detailed presentation materials and refining code in Jupyter Notebooks. The work emphasized code organization, deep learning, and reproducible research practices over a focused two-month period.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
24Total
Bugs
0
Commits
24
Features
12
Lines of code
39,607
Activity Months2
Your Network
122 peopleSame Organization
@u.northwestern.edu114
Work History
May 2025
23 Commits • 11 Features
May 1, 2025Concise monthly summary for May 2025 focusing on business value and technical achievements for arvindkrishna87/STAT390_SP25_CMIL. The month included major repository and workflow improvements, MIL experimentation with a pretrained DenseNet backbone, and comprehensive updates to documentation and presentation materials to support stakeholder communication and future model evaluation.
23 Commits • 11 Features
May 1, 2025Concise monthly summary for May 2025 focusing on business value and technical achievements for arvindkrishna87/STAT390_SP25_CMIL. The month included major repository and workflow improvements, MIL experimentation with a pretrained DenseNet backbone, and comprehensive updates to documentation and presentation materials to support stakeholder communication and future model evaluation.
May 2025
April 2025
1 Commits • 1 Features
Apr 1, 2025April 2025 performance snapshot for repository arvindkrishna87/STAT390_SP25_CMIL. Focused on implementing a MIL-based patch analysis workflow for histology (H&E) images and validating its training pipeline.
April 2025
1 Commits • 1 Features
Apr 1, 2025April 2025 performance snapshot for repository arvindkrishna87/STAT390_SP25_CMIL. Focused on implementing a MIL-based patch analysis workflow for histology (H&E) images and validating its training pipeline.
Activity
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Quality Metrics
Correctness69.2%
Maintainability69.2%
Architecture76.0%
Performance64.2%
AI Usage24.2%
Skills & Technologies
Programming Languages
Jupyter NotebookMarkdownPDFPython
Technical Skills
Code OrganizationComputer VisionData AnalysisData EncodingData PreprocessingData ScienceData VisualizationDeep LearningDenseNetDocumentationFile ManagementImage AnalysisJupyter NotebookMachine LearningModel Improvement
Repositories Contributed To
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