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Classifier build to recognize disease on apple leaves images

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Plant pathology 🌿🍎

This repository contains notebooks and scripts to train neural network classifier on Plant Pathology 2020 Kaggle comptetition data. The model will be then used in Android application 📲, in order to make it possible for people to use it.

Hopefully it turns out to be usefull for someone 👩🏼‍🌾.

Comptetition problem statement:

  Misdiagnosis of the many diseases impacting agricultural crops can lead to misuse of 
  chemicals leading to the emergence of  resistant pathogen strains, increased input costs, 
  and more outbreaks with significant economic loss and environmental impacts. 

  Current disease diagnosis based on human scouting is time-consuming and expensive, 
  and although computer-vision based models have the promise to increase efficiency, 
  the great variance in symptoms due to age of infected tissues, genetic variations, 
  and  light conditions within trees decreases the accuracy of detection.

The source code for the app will be stored in separate repository.

Link to comptetition: https://www.kaggle.com/c/plant-pathology-2020-fgvc7

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