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A machine learning based website that recommends the best crop to grow, fertilizers to use, and the diseases caught by your crops.

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TusharPaul01/Harvestify

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HARVESTIFY

A simple machine learning based website which recommends best crop to grow, fertilizers to use and the diseases caught by your crops

MOTIVATION

  • Farming is one of the major sectors that influences a country’s economic growth.

  • In country like India, majority of the population is dependent on agriculture for their livelihood. Many new technologies, such as Machine Learning and Deep Learning, are being implemented into agriculture so that it is easier for farmers to grow and maximize their yield.

  • In this project, I present a website in which the following applications are implemented; Crop recommendation, Fertilizer recommendation and Plant disease prediction, respectively.

    • In the crop recommendation application, the user can provide the soil data from their side and the application will predict which crop should the user grow.

    • For the fertilizer recommendation application, the user can input the soil data and the type of crop they are growing, and the application will predict what the soil lacks or has excess of and will recommend improvements.

    • For the last application, that is the plant disease prediction application, the user can input an image of a diseased plant leaf, and the application will predict what disease it is and will also give a little background about the disease and suggestions to cure it.

DATA SOURCE

Built with

DEPLOYMENT

This website is deployed at Heroku

You can access it here

How to use

  • Crop Recommendation system ==> enter the corresponding nutrient values of your soil, state and city. Note that, the N-P-K (Nitrogen-Phosphorous-Pottasium) values to be entered should be the ratio between them. Refer this website for more information.

  • Fertilizer suggestion system ==> Enter the nutrient contents of your soil and the crop you want to grow. The algorithm will tell which nutrient the soil has excess of or lacks. Accordingly, it will give suggestions for buying fertilizers.

  • Disease Detection System ==> Upload an image of leaf of your plant. The algorithm will tell the crop type and whether it is diseased or healthy. If it is diseased, it will tell you the cause of the disease and suggest you how to prevent/cure the disease accordingly. Note that, for now it only supports following crops

Supported crops
  • Apple
  • Blueberry
  • Cherry
  • Corn
  • Grape
  • Pepper
  • Orange
  • Peach
  • Potato
  • Soybean
  • Strawberry
  • Tomato
  • Squash
  • Raspberry

DEMO

  • Crop recommendation system

demo

  • Fertilizer suggestion system

demo

  • Disease Detection system

demo

Contribute

Please read CONTRIBUTING.md for details on our code of conduct, and the process for submitting pull requests to us.

Usage

You can use this project for further developing it and adding your work in it. If you use this project, kindly mention the original source of the project and mention the link of this repo in your report.

License

This project is licensed under GNU (GENERAL PUBLIC LICENSE).

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A machine learning based website that recommends the best crop to grow, fertilizers to use, and the diseases caught by your crops.

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