dsu-cs/csc702_fall2025
Sep 2025 – Oct 2025
2 Months active
Languages Used
MarkdownPythonGit configurationJSONJupyter Notebook
Technical Skills
Cosine SimilarityData AnalysisData PreprocessingData VisualizationDeep LearningGensim
Aman Singh
PROFILE
Aman Singh
Aman Singh developed a suite of natural language processing tools and notebooks in the dsu-cs/csc702_fall2025 repository, focusing on embedding analysis, cross-lingual similarity, and transformer-based sentiment analysis. He implemented Python scripts and Jupyter Notebooks leveraging PyTorch and HuggingFace libraries to enable reproducible benchmarking of word and sentence embeddings, including comparative lyric clustering and BERT attention visualization. His work emphasized robust data preprocessing, model training, and clear documentation, supporting both research and instructional use. By refining repository structure and automating workflows for tasks like tokenization and translation, Aman delivered practical, well-documented assets that facilitate scalable experimentation and collaborative development.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
13Total
Bugs
0
Commits
13
Features
8
Lines of code
31,644
Activity Months2
Your Network
21 peopleSame Organization
@Amans-MacBook-Pro.local1
Work History
October 2025
8 Commits • 4 Features
Oct 1, 2025Month: 2025-10 | Focus: deliver practical transformer-focused assets, improve reproducibility, and reduce repository noise. This month’s work centers on creating reusable visualization and sentiment-analysis notebooks for BERT, alongside comprehensive documentation and repo hygiene improvements to support teaching, research, and scalable collaboration.
8 Commits • 4 Features
Oct 1, 2025Month: 2025-10 | Focus: deliver practical transformer-focused assets, improve reproducibility, and reduce repository noise. This month’s work centers on creating reusable visualization and sentiment-analysis notebooks for BERT, alongside comprehensive documentation and repo hygiene improvements to support teaching, research, and scalable collaboration.
October 2025
September 2025
5 Commits • 4 Features
Sep 1, 2025For 2025-09, in the dsu-cs/csc702_fall2025 repository, delivered a focused set of NLP tooling enhancements and an end-to-end notebook suite to advance word embeddings, cross-lingual similarity, and lyric semantics analysis. No major release bugs were reported; the work emphasizes reproducibility, documentation, and business value by enabling rapid benchmarking and deployment of embedding-based similarity and translation workflows.
September 2025
5 Commits • 4 Features
Sep 1, 2025For 2025-09, in the dsu-cs/csc702_fall2025 repository, delivered a focused set of NLP tooling enhancements and an end-to-end notebook suite to advance word embeddings, cross-lingual similarity, and lyric semantics analysis. No major release bugs were reported; the work emphasizes reproducibility, documentation, and business value by enabling rapid benchmarking and deployment of embedding-based similarity and translation workflows.
Activity
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Quality Metrics
Correctness85.4%
Maintainability83.0%
Architecture82.2%
Performance77.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
Git configurationJSONJupyter NotebookMarkdownPython
Technical Skills
Attention MechanismsBERTCosine SimilarityData AnalysisData LoadingData PreprocessingData VisualizationDeep LearningGPU UsageGensimHuggingFace DatasetsJupyter NotebookJupyter NotebooksK-Means ClusteringMachine Learning
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline