Revolutionizing Indian Farming: Machine Learning-Powered NLP for Optimal Crop Recommendations

Sustainable development and economic progress in the agricultural sector depend on Indian farmers’ crop productivity. This work offers a novel approach that uses natural language processing (NLP) to suggest Indian farmers the best crop-production plans. The NLP model offers customized recommendations for crop selections that are in line with the environmental conditions by examining historical crop data and meteorological variables. With data-driven decision-making, this strategy intends to enhance farmers’ profitability and foster a more just and efficient agricultural market. The results show how NLP can revolutionize conventional farming methods and promote a better life for farmers to thrive.

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Publication Details

Journal
Procedia Computer Science
Published
2025-01-01
DOI
https://doi.org/10.1016/j.procs.2025.04.454
Citations
1
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
1.75
Controls
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article

Revolutionizing Indian Farming: Machine Learning-Powered NLP for Optimal Crop Recommendations

M. Ambika, Sayan Das
1 citations
Procedia Computer Science
Smart Agriculture and AI
1.75
article

Revolutionizing Indian Farming: Machine Learning-Powered NLP for Optimal Crop Recommendations

M. Ambika, Sayan Das
article en
1 citations

Abstract

Sustainable development and economic progress in the agricultural sector depend on Indian farmers’ crop productivity. This work offers a novel approach that uses natural language processing (NLP) to suggest Indian farmers the best crop-production plans. The NLP model offers customized recommendations for crop selections that are in line with the environmental conditions by examining historical crop data and meteorological variables. With data-driven decision-making, this strategy intends to enhance farmers’ profitability and foster a more just and efficient agricultural market. The results show how NLP can revolutionize conventional farming methods and promote a better life for farmers to thrive.

Procedia Computer ScienceVol. 258
Indian Institute of Management Tiruchirappalli (IN)
Zero hunger
Openalex Percentile: Top 15%
Smart Agriculture and AI
1.75
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