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Application of Artificial Intelligence and Machine Learning in Agriculture

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Title Application of Artificial Intelligence and Machine Learning in Agriculture
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Creator Sudeep Marwaha
Chandan Kumar Deb
Md. Ashraful Haque
Sanchita Naha
Arpan Kumar Maji
 
Subject Artificial intelligence (AI)
Machine learning (ML)
Agriculture
Recommender system
Phenomics
Geographic information system (GIS)
Remote sensing
 
Description Not Available
Artificial intelligence (AI) is the branch of science that deals with the development of machines to mimic human intelligence. Machine learning (ML) is subdomain of AI where the machine can learn automatically from data without being explicitly programmed. Agriculture is constantly pressed upon to produce more with less resource. AI and ML techniques have the capacity to optimize resource utilization by analysing agricultural data. It has changed the present- day face of farming by predicting various input parameters and forecasting post-harvest life of a crop. This chapter discusses the different AI and ML techniques available and how they have been used in different phases of the agriculture life cycle. This chapter includes vast range areas in agriculture that requires AI and ML It includes soil, irrigation, and disease managements. Importance of AI in the field of plant phenomics also included in this chapter. The probable use of geographic information system(GIS) and remote sensing coupled with AI are discussed in this chapter.
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Date 2023-05-24T05:39:29Z
2023-05-24T05:39:29Z
2023-04-20
 
Type Book chapter
 
Identifier Marwaha, S., Deb, C.K., Haque, M.A., Naha, S., Maji, A.K. (2023). Application of Artificial Intelligence and Machine Learning in Agriculture. In: Harohalli Masthigowda, M., Gopalareddy, K., Khobra, R., Singh, G., Pratap Singh, G. (eds) Translating Physiological Tools to Augment Crop Breeding. Springer, Singapore. https://doi.org/10.1007/978-981-19-7498-4_21
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http://krishi.icar.gov.in/jspui/handle/123456789/77720
 
Language English
 
Relation Not Available;
 
Publisher Springer, Singapore