EXCEEDS logo
Exceeds
MLN Varma

PROFILE

Mln Varma

Mudhuliuri Varma developed the initial scaffolding and modeling pipeline for the springboardmentor891v/HATE_SPEECH_DETECTION_INFOSYS_INTERNSHIP_OCT2024 repository, focusing on hate speech detection. Over one month, Varma established a clean, scalable codebase and implemented data loading, preprocessing, and balancing using Python and Pandas. The project included TF-IDF feature extraction and baseline model evaluation with Gradient Boosting, Logistic Regression, Random Forest, SVM, and LSTM, providing a foundation for future experimentation. Comprehensive documentation and a detailed report were added to support onboarding and stakeholder communication. The work demonstrated depth in machine learning workflow design and readiness for production-oriented development.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

13Total
Bugs
0
Commits
13
Features
3
Lines of code
4,924
Activity Months1

Work History

December 2024

13 Commits • 3 Features

Dec 1, 2024

December 2024 monthly summary for springboardmentor891v/HATE_SPEECH_DETECTION_INFOSYS_INTERNSHIP_OCT2024: Delivered foundational project scaffolding, a complete dataset and modeling pipeline, and comprehensive documentation to enable rapid experimentation and stakeholder clarity. Established baselines across multiple models and prepared the codebase for future production work.

Activity

Loading activity data...

Quality Metrics

Correctness92.4%
Maintainability92.4%
Architecture92.4%
Performance92.4%
AI Usage29.2%

Skills & Technologies

Programming Languages

CSVJupyter NotebookMarkdownPython

Technical Skills

Data AnnotationData CollectionData PreprocessingData VisualizationDeep LearningDocumentationGradient BoostingHate Speech DetectionKerasKeras TunerLSTMLogistic RegressionMachine LearningMatplotlibNLTK

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

CSVJupyter NotebookMarkdownPython

Technical Skills

Data AnnotationData CollectionData PreprocessingData VisualizationDeep LearningDocumentation