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Ajina A.B

PROFILE

Ajina A.b

During December 2024, Bam built an end-to-end hate speech detection workflow in the springboardmentor891v/HATE_SPEECH_DETECTION_INFOSYS_INTERNSHIP_OCT2024 repository. The project focused on developing a repeatable pipeline using Python and Scikit-learn, leveraging SVM/LinearSVC models with TF-IDF vectorization for feature extraction and robust data preprocessing. Bam established a reproducible Google Colab-based workflow, enabling rapid experimentation and rollback. The repository was structured with comprehensive documentation, clear file organization, and notebook placeholders to support future collaboration. This work provided a reusable model, an auditable evaluation process, and a clean project foundation, demonstrating depth in both engineering execution and project scaffolding.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

20Total
Bugs
0
Commits
20
Features
2
Lines of code
55,751
Activity Months1

Work History

December 2024

20 Commits • 2 Features

Dec 1, 2024

December 2024 performance summary for the Hate Speech Detection project. Focused on delivering a repeatable, end-to-end hate speech detection workflow and establishing a solid project foundation for ongoing work. Result: reusable models, an auditable evaluation process, and a clean repository with documentation to accelerate future iterations.

Activity

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Quality Metrics

Correctness86.6%
Maintainability85.0%
Architecture85.0%
Performance85.0%
AI Usage25.0%

Skills & Technologies

Programming Languages

JSONJupyter NotebookMarkdownPythonSQLText

Technical Skills

Data CleaningData CollectionData PreprocessingData ScienceData VisualizationDocumentationDocumentation ManagementFile ManagementGoogle ColabHyperparameter TuningMachine LearningMatplotlibModel EvaluationModel TrainingNatural Language Processing

Repositories Contributed To

1 repo

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

springboardmentor891v/HATE_SPEECH_DETECTION_INFOSYS_INTERNSHIP_OCT2024

Dec 2024 Dec 2024
1 Month active

Languages Used

JSONJupyter NotebookMarkdownPythonSQLText

Technical Skills

Data CleaningData CollectionData PreprocessingData ScienceData VisualizationDocumentation