EXCEEDS logo
Exceeds
viraj2700

PROFILE

Viraj2700

Developed a heart disease prediction model for the ReshmaPatilPawar/AY-24-25DSBDA repository, delivering an end-to-end machine learning pipeline using Python, scikit-learn, and Pandas. The project included a Jupyter Notebook for model training and evaluation, leveraging logistic regression to assess health risk based on provided datasets. Integrated a Streamlit user interface to enable real-time predictions, making the tool accessible for interactive use. All artifacts, including the dataset and training notebook, were organized and committed to ensure reproducibility. The work established a deployable, reproducible workflow, providing stakeholders with a practical health risk assessment tool and demonstrating core data science and ML lifecycle concepts.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
1
Lines of code
2,310
Activity Months1

Work History

May 2025

2 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for ReshmaPatilPawar/AY-24-25DSBDA focusing on feature delivery and impact. Key feature delivered: Heart Disease Prediction Model using logistic regression with a training notebook, dataset, and a Streamlit UI for predictions. Model training, evaluation, and accuracy metrics completed. Repository activity includes two commits. No major bugs fixed this month. Business value: provides a ready-to-deploy health risk prediction tool with reproducible artifacts and user-friendly interface. Technologies demonstrated: Python, scikit-learn, Pandas, Jupyter, Streamlit, Git, ML lifecycle concepts.

Activity

Loading activity data...

Quality Metrics

Correctness85.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookPython

Technical Skills

Data ScienceMachine LearningPandasPythonScikit-learnStreamlit

Repositories Contributed To

1 repo

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

ReshmaPatilPawar/AY-24-25DSBDA

May 2025 May 2025
1 Month active

Languages Used

Jupyter NotebookPython

Technical Skills

Data ScienceMachine LearningPandasPythonScikit-learnStreamlit