Precision Farming in Nepal: A Machine Learning Perspective

This paper encompasses three different machine learning models that we built to help Nepali farmers in selecting ideal crops for their land, using the right fertilizers, and predicting plant diseases. We tried about five models each for crop recommendation and fertilizer recommendation and a single model for plant disease prediction. We chose “Decision Trees” for both our Crop Recommendation and Fertilizer Recommendation and “Convolutional Neural Networks (CNN)” for Plant Disease Prediction. All models achieved over 95% accuracy. Our GitHub repository houses all the code, making it accessible for future researchers and ML developers working on related tasks.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-12-31
DOI
https://doi.org/10.5281/zenodo.14598718
Primary Topic
Musicology and Musical Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

Precision Farming in Nepal: A Machine Learning Perspective

Zenodo (CERN European Organization for Nuclear Research)
Musicology and Musical Analysis
article

Precision Farming in Nepal: A Machine Learning Perspective

article en

Abstract

This paper encompasses three different machine learning models that we built to help Nepali farmers in selecting ideal crops for their land, using the right fertilizers, and predicting plant diseases. We tried about five models each for crop recommendation and fertilizer recommendation and a single model for plant disease prediction. We chose “Decision Trees” for both our Crop Recommendation and Fertilizer Recommendation and “Convolutional Neural Networks (CNN)” for Plant Disease Prediction. All models achieved over 95% accuracy. Our GitHub repository houses all the code, making it accessible for future researchers and ML developers working on related tasks.

Zenodo (CERN European Organization for Nuclear Research)
Zero hunger
Openalex Percentile: Top 38%
Musicology and Musical Analysis
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Precision Farming in Nepal: A Machine Learning Perspective · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS