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Update README.md
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Not-Sahil-Raja authored Nov 16, 2024
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---
title: Kidney Disease Classification
emoji: 🩺
colorFrom: blue
colorTo: purple
sdk: docker
pinned: true
license: apache-2.0
short_description: A deep learning-based project to classify kidney diseases from medical images, utilizing a sequential model and FastAPI for serving predictions.
tags:
- deep learning
- medical imaging
- kidney disease
- classification
- FastAPI
- TensorFlow
- healthcare AI
- Docker
long_description: |
This project leverages deep learning techniques to classify kidney disease from medical images. It includes a binary classifier to identify kidney CT scans and a multi-class classifier to differentiate types of kidney diseases, such as cysts, stones, tumors, or normal conditions. The backend is built with FastAPI and containerized using Docker, while the frontend, developed with Next.js, provides a user-friendly interface for uploading images and viewing results.
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# Kidney Disease Classification

This project aims to classify kidney disease using a deep learning model based on the VGG16 architecture. The project involves data ingestion, preprocessing, model training, and evaluation using TensorFlow and MLflow for experiment tracking.
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