Code Monkey home page Code Monkey logo

alzheimer-prediction's Introduction

Description:

  • Developed an application aimed at predicting Alzheimer's and its type using MRI image
  • Utilized FastAPI as the central framework to expose prediction APIs, serving as the core intelligence of the application

Achievements:

  • PyTorch implementations of ResNeXt and EfficientNet (from scratch) on the Alzheimer MRI Dataset
  • Achieved a validation accuracy of 98.90% and training accuracy of 99.10% in 20 epochs using ResNeXt50.
  • Developed a training pipeline for developing highly customized solutions to custom tasks with logging.
  • Containerized FastAPI application using Docker and deployed on Render.

alzheimer-prediction's People

Contributors

atharva-310 avatar

Watchers

avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.