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    <title>Punjab plans to use AI to boost agriculture</title>
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    <description>Punjab will deploy AI in agriculture with state support for pilot projects, installation of automatic weather stations, farmer-led data collection, horticulture clusters and AI-based livestock solutions. IIT Ropar&#039;s Centre of Excellence, supported by about Rs 310 crore, is developing AI-based crop advisory systems, multilingual chatbots, yield estimation, soil health analysis, weather tools and smart livestock management, and will offer national-level courses on precision agriculture and AI with reserved seats for Punjab students and officers.</description>
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