Deep Learning Empowered Natural Language Understanding Voicebot’s for farmers: Kissan Samvaad Initiative

The ‘Kissan Samvaad’ work focuses on implementing a closed-domain Chatbot using the RASA Open Source Framework to address the lack of timely access to expert agricultural advice for farmers. Despite the rapid growth of Deep Learning and NLU based Chatbots in various fields, farmers often rely on peer knowledge to solve agricultural problems. Kissan Samvaad aims to bridge this gap by allowing farmers to interact with the Chatbot to specify farmers need. By identifying intents and entities in user inputs, the Chatbot retrieves relevant information from its database to provide remedies and solutions using BERT. Initial testing of Kissan Samvaad has shown promising results, indicating its potential to serve as a valuable resource for farmers.

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Publication Details

Published
2024-11-06
DOI
https://doi.org/10.1109/iceca63461.2024.10800864
Primary Topic
Agricultural Economics and Practices
Type
article
Field-Weighted Citation Impact
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article

Deep Learning Empowered Natural Language Understanding Voicebot’s for farmers: Kissan Samvaad Initiative

R. Deepa, V. Jayalakshmi, N. Sriram, R Surendran
Agricultural Economics and Practices
article

Deep Learning Empowered Natural Language Understanding Voicebot’s for farmers: Kissan Samvaad Initiative

R. Deepa, V. Jayalakshmi, N. Sriram, R Surendran
article en

Abstract

The ‘Kissan Samvaad’ work focuses on implementing a closed-domain Chatbot using the RASA Open Source Framework to address the lack of timely access to expert agricultural advice for farmers. Despite the rapid growth of Deep Learning and NLU based Chatbots in various fields, farmers often rely on peer knowledge to solve agricultural problems. Kissan Samvaad aims to bridge this gap by allowing farmers to interact with the Chatbot to specify farmers need. By identifying intents and entities in user inputs, the Chatbot retrieves relevant information from its database to provide remedies and solutions using BERT. Initial testing of Kissan Samvaad has shown promising results, indicating its potential to serve as a valuable resource for farmers.

Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology (IN), SRM Institute of Science and Technology (IN), Saveetha University (IN)
Zero hunger
Openalex Percentile: Top 57%
Agricultural Economics and Practices
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Deep Learning Empowered Natural Language Understanding Voicebot’s for farmers: Kissan Samvaad Initiative — R. Deepa, V. Jayalakshmi, et al. · (2024) | TGRS Research Map | TGRS