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Ben Soo

PROFILE

Ben Soo

Contributed to the HWTeng-Teaching/202409-ML-FinTech repository by establishing foundational documentation, project structure, and a suite of machine learning notebooks focused on practical modeling and business-oriented demonstrations. Leveraged Python, Jupyter Notebooks, and libraries such as scikit-learn and pandas to deliver hands-on experiments covering regression, classification, and statistical modeling. Developed mathematics utilities for visualization and learning support, and managed visual assets to enhance content delivery. Additionally, maintained repository hygiene by organizing and curating presentation materials, including asset-level management for NVIDIA stock prediction presentations, ensuring clarity for stakeholders and facilitating future reuse without impacting the underlying codebase or project integrity.

Overall Statistics

Feature vs Bugs

83%Features

Repository Contributions

18Total
Bugs
1
Commits
18
Features
5
Lines of code
6,838
Activity Months2

Work History

December 2024

5 Commits • 1 Features

Dec 1, 2024

December 2024 monthly summary for HWTeng-Teaching/202409-ML-FinTech focusing on asset-level deliverables and repository hygiene around NVIDIA stock prediction materials. Delivered and cleaned up presentation assets to support stakeholder reviews without impacting codebase.

November 2024

13 Commits • 4 Features

Nov 1, 2024

Month: 2024-11 | Repository: HWTeng-Teaching/202409-ML-FinTech. Delivered foundational documentation scaffolding and project structure, a collection of machine learning notebooks and experiments with business-oriented demonstrations, a mathematics utilities notebook, and a new visual asset to support content delivery. These changes improve onboarding, reproducibility, and stakeholder-facing demonstrations, while establishing a solid platform for ongoing ML learning and content delivery.

Activity

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Quality Metrics

Correctness95.0%
Maintainability94.6%
Architecture93.4%
Performance94.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

JSONJupyter NotebookPython

Technical Skills

Bootstrap ResamplingCross-ValidationCross-validationData AnalysisData PreprocessingData SimulationData VisualizationISLP LibraryJupyter NotebookJupyter NotebooksK-Nearest NeighborsLasso RegressionLinear Discriminant AnalysisLinear RegressionLogistic Regression

Repositories Contributed To

1 repo

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

HWTeng-Teaching/202409-ML-FinTech

Nov 2024 Dec 2024
2 Months active

Languages Used

JSONJupyter NotebookPython

Technical Skills

Bootstrap ResamplingCross-ValidationCross-validationData AnalysisData PreprocessingData Simulation