{"product_id":"9781041144120","title":"Farming 5.0 : Deep Learning for Future-Generation Agriculture","description":"\u003cp\u003eThis book explores how deep learning and advanced AI are revolutionizing agriculture, from autonomous systems and UAVs to computer vision, genomics, and generative AI for synthetic data and digital twins. It emphasizes climate-smart, sustainable farming amid global challenges, while addressing ethics and policy for inclusive AI.\u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":48996388241643,"sku":"00000_00000_00000_00000","price":256.36,"currency_code":"SGD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0758\/4484\/5803\/files\/9781041144120-1.jpg?v=1783385206","url":"https:\/\/kinokuniya.com.sg\/products\/9781041144120","provider":"Books Kinokuniya Singapore","version":"1.0","type":"link"}