Insight-Sogang-Univ/insight-13th
May 2025 – Jun 2025
2 Months active
Languages Used
CSSHTMLJavaScriptJupyter NotebookPython
Technical Skills
AdaBoostClassifierAssociation Rule MiningBERTBusiness StrategyCatBoostCollaborative Filtering
Jamesmoon00
PROFILE
Jamesmoon00
Over two months, Gwm developed core machine learning and data analysis features for the Insight-Sogang-Univ/insight-13th repository. He delivered an end-to-end employee leave prediction pipeline, applying ensemble methods and feature engineering in Python and scikit-learn to address workforce planning. Gwm also built a sales optimization module using association rule mining to inform shelf placement and marketing strategies. In June, he unified time series analysis and forecasting workflows, integrating ARIMA modeling, deep learning, and stationarity testing with pandas and PyTorch. His work emphasized modular design, reproducibility, and practical business impact, demonstrating depth in both traditional and modern machine learning techniques.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
9Total
Bugs
0
Commits
9
Features
4
Lines of code
38,320
Activity Months2
Your Network
28 people
Work History
June 2025
3 Commits • 1 Features
Jun 1, 2025In June 2025, delivered the Time Series Analysis and Forecasting Toolkit for Insight-Sogang-Univ/insight-13th, unifying decomposition, stationarity testing, deep learning-based forecasting, and traditional ARIMA across multiple datasets. This milestone accelerates forecasting workflows, improves model consistency, and supports data-driven decision making across the organization. No critical bugs reported this month; major focus was feature development and code quality improvements.
3 Commits • 1 Features
Jun 1, 2025In June 2025, delivered the Time Series Analysis and Forecasting Toolkit for Insight-Sogang-Univ/insight-13th, unifying decomposition, stationarity testing, deep learning-based forecasting, and traditional ARIMA across multiple datasets. This milestone accelerates forecasting workflows, improves model consistency, and supports data-driven decision making across the organization. No critical bugs reported this month; major focus was feature development and code quality improvements.
June 2025
May 2025
6 Commits • 3 Features
May 1, 2025Concise May 2025 monthly summary focusing on key outcomes, technical accomplishments, and business impact for Insight-Sogang-Univ/insight-13th.
May 2025
6 Commits • 3 Features
May 1, 2025Concise May 2025 monthly summary focusing on key outcomes, technical accomplishments, and business impact for Insight-Sogang-Univ/insight-13th.
Activity
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Quality Metrics
Correctness80.0%
Maintainability77.8%
Architecture77.8%
Performance68.8%
AI Usage37.8%
Skills & Technologies
Programming Languages
CSSHTMLJavaScriptJupyter NotebookPython
Technical Skills
ADF TestARIMA ModelingAdaBoostClassifierAssociation Rule MiningBERTBusiness StrategyCatBoostCollaborative FilteringCosine SimilarityData AnalysisData DecompositionData PreprocessingData VisualizationDecisionTreeClassifierDeep Learning
Repositories Contributed To
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