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chronic-kidney-disease

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Chronic Risk Prediction Web App 🌐🔍. Harnessing Random Forest, SVC, and Decision Tree classifiers, it offers predictions on chronic health risks. Seamlessly integrated as a microservice, it fetches input from an image using OCR which it receives from external server.

  • Updated Jun 11, 2023
  • Python

This research demonstrates the potential of machine learning for non-invasive CKD detection and emphasizes the importance of addressing current limitations to develop scalable and cost-effective screening tools for early CKD intervention, improving public health outcomes globally.

  • Updated Dec 22, 2024
  • Jupyter Notebook

This project is focused on using the Chronic Kidney Disease (CKD) dataset, which is obtained from the UCI Machine Learning Repository. The dataset contains medical attributes related to kidney disease, and the goal is to build a MLP(Artificial Neural Network)model to predict whether a patient has chronic kidney disease (CKD) or not.

  • Updated Dec 5, 2024
  • Jupyter Notebook

A machine learning project focused on predicting chronic kidney disease (CKD) stages and performing survival analysis using clinical biomarkers. It utilizes the Kaplan-Meier estimator to analyze patient progression and visualize survival probabilities, offering insights into CKD management.

  • Updated Jan 11, 2025
  • Jupyter Notebook

The transition probabilities for 25 transitions from initial state to each intermediate and absorbing states were estimated using a Kaplan-Meier test through the wide-format datset. Transition probabilities for hazard functions were estimated using the lifelines package in Python within a Visual Studio Code integrated development environment.

  • Updated Jan 14, 2025
  • Jupyter Notebook

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