Insight-Sogang-Univ/insight-14th
Sep 2025 – Sep 2025
1 Month active
Languages Used
Jupyter NotebookPython
Technical Skills
ClassificationClassification ModelsData PreprocessingData ScienceExploratory Data Analysis (EDA)Feature Engineering
yyellow14
PROFILE
Yyellow14
Contributed to the Insight-Sogang-Univ/insight-14th repository by developing robust data preprocessing pipelines and educational resources focused on classification tasks. Delivered retail data preparation workflows that included data cleaning, missing value handling, outlier detection and removal, and categorical variable transformation using Label Encoding and One-Hot Encoding, all implemented in Python and Jupyter Notebook with Pandas and Scikit-learn. Created reusable notebook templates for classification practice, including a Titanic assignment that covers theory, preprocessing, and model training. The work emphasized reproducibility and onboarding efficiency, establishing foundational materials and pipelines to streamline future modeling efforts and support data science education within the project.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
3Total
Bugs
0
Commits
3
Features
2
Lines of code
33,959
Activity Months1
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Work History
September 2025
3 Commits • 2 Features
Sep 1, 2025Month: 2025-09. This period centers on delivering robust data preparation capabilities and educational resources for the Insight-Sogang-Univ/insight-14th project, with no major bugs fixed reported.
3 Commits • 2 Features
Sep 1, 2025Month: 2025-09. This period centers on delivering robust data preparation capabilities and educational resources for the Insight-Sogang-Univ/insight-14th project, with no major bugs fixed reported.
September 2025
Activity
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Quality Metrics
Correctness90.0%
Maintainability86.6%
Architecture86.6%
Performance76.6%
AI Usage20.0%
Skills & Technologies
Programming Languages
Jupyter NotebookPython
Technical Skills
ClassificationClassification ModelsData PreprocessingData ScienceExploratory Data Analysis (EDA)Feature EngineeringGrid SearchHyperparameter TuningMachine LearningNumPyPandasRandom SearchScikit-learn
Repositories Contributed To
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