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marybang

PROFILE

Marybang

Mary Bang developed and maintained curriculum assets for the CUAI-CAU/2025_Basic_Track_Assignment repository over three months, focusing on data science education. She created Jupyter notebooks covering data analysis, preprocessing, and machine learning workflows using Python, NumPy, and scikit-learn, enabling hands-on practice with core concepts. Her work included implementing dimensionality reduction techniques such as PCA, LDA, and SVD, as well as a stacking ensemble pipeline for model evaluation. Mary also packaged and distributed course materials to streamline onboarding and offline access. The engineering work demonstrated depth in both technical content and repository hygiene, supporting reproducibility and maintainability for learners and instructors.

Overall Statistics

Feature vs Bugs

88%Features

Repository Contributions

18Total
Bugs
1
Commits
18
Features
7
Lines of code
6,512
Activity Months3

Work History

May 2025

4 Commits • 3 Features

May 1, 2025

May 2025 performance summary for CUAI-CAU/2025_Basic_Track_Assignment: Delivered feature-rich notebooks and a presentation asset to support rapid experimentation, stakeholder communication, and decision-making. No major bugs fixed this month.

April 2025

2 Commits • 1 Features

Apr 1, 2025

April 2025 monthly summary for CUAI-CAU/2025_Basic_Track_Assignment: Focused on packaging and distributing course materials. Delivered two new zip-based assets with no code changes. No major bugs fixed this period. Assets enable streamlined curriculum distribution and offline access, improving instructor onboarding and learner readiness.

March 2025

12 Commits • 3 Features

Mar 1, 2025

March 2025 Monthly Performance Summary for CUAI-CAU/2025_Basic_Track_Assignment: Delivered core notebook-based curriculum enhancements and repository hygiene that directly support learner onboarding and ongoing maintainability. Focused on data analysis fundamentals, ML workflow concepts, and asset provisioning for Kaggle coursework.

Activity

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Quality Metrics

Correctness91.0%
Maintainability91.0%
Architecture91.0%
Performance90.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookPython

Technical Skills

Array OperationsCross-ValidationData AnalysisData ManipulationData PreprocessingData ScienceData VisualizationDimensionality ReductionEnsemble MethodsFeature EngineeringHyperparameter TuningIndexingJupyter NotebookLDALinear Algebra

Repositories Contributed To

1 repo

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

CUAI-CAU/2025_Basic_Track_Assignment

Mar 2025 May 2025
3 Months active

Languages Used

Jupyter NotebookPython

Technical Skills

Array OperationsCross-ValidationData AnalysisData ManipulationData PreprocessingData Science

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