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My Blood Cell Report is a native iOS mobile application developed using a Machine learning text classification model trained in coreML (apple developer framework) to measure the impact of diseases on blood cells using symptoms as input (provided in texts in the application).

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AkshayDevkate/CoreML

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My Blood Cell Report

License MIT

About

Native iOS mobile application developed to evaluate the impact of dieseases on blood cells using symptoms as input in addition providing information on about variuos symptoms that may occur blood cells dysfunction.

How it works

The application accepts input in the form of text and predict which blood cell migh have affected.

Documentations on iOS Application

The iOS applicatiopn is built using swift programming language and StoryboardUI

Function Description Link to blog Output Gif
performSegue() Used in trnasfering the predicted output from one view controller to other Link to Documentation
Changing the name using refactoring Changing the name of the view controller Link to Documentation
UIAlertController(title: ,message: ) & AddAction() Gving an alert when the user presses predict button with empty symptoms Link to Documentation
Connect Github+Xcode For continues integration and updating code on GitHub repository Link to Documentation

Documentation on model

Text Classification Model

  1. Rule Based Text Classification model
  2. Machine learning based Text Classification Model
  3. Hybrid Text Classification Model

Blood Cells classification and its associated symptoms

Disoarder Problem Affected blood cell and type
Thermbocythemia Elevated platelet count Platelets (Thermbocyte)
Thermbocytopenia Low platelet count Platelets (Thermbocyte)
Thermbocytosis platelets releasing its components Platelets (Thermbocyte)
Neutrophilia Elevated neutrophil count Nutrophils
Neutropenia Low nutrophil count Nutrophils
Nutrphil activation syndrome Nutrophil releasing its components Neutrophils

License

This repository is released under MIT License. Link

Info

Supervisor Professor : Dr. Rüdiger Buchkremer

Developed by : Akshay Datta Devkate

Institute Name : FOM university of applied sciences, Essen, Germany.

About

My Blood Cell Report is a native iOS mobile application developed using a Machine learning text classification model trained in coreML (apple developer framework) to measure the impact of diseases on blood cells using symptoms as input (provided in texts in the application).

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