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sckiit-learn

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Developed a predictive model for heart disease using Decision Tree Algorithm to provide early diagnosis, performed Exploratory Data Analysis to find out the exact affecting symptom , visualized the data set using Matplolib, seaborn libraries For improving performance of Decision tree model, Got the accuracy of 84.6% by performing depth up to 15

  • Updated Nov 29, 2023
  • Jupyter Notebook

End-to-end binary text-classification project that implements a Support Vector Machine from scratch (with Adam optimization) and compares Hinge, Squared-Hinge and Logistic losses on the IMDb dataset — trained and served as a FastAPI REST service in GitHub Codespaces.

  • Updated Dec 18, 2025
  • Python

Loan Approval Prediction uses machine learning to analyze factors like income and credit history, automating and improving the loan approval process. The project ensures accurate, efficient, and user-friendly predictions with a Gradio interface.

  • Updated Jan 23, 2025
  • Jupyter Notebook

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