{"product_id":"9781041063032","title":"AI Forensics : Investigation and Analysis of Artificial Intelligence Systems","description":"\u003cp\u003eAI Forensics provides a comprehensive framework for investigating artificial intelligence systems when they fail, cause harm, or become subjects of legal or regulatory scrutiny. As AI systems power critical decisions, traditional digital forensics proves inadequate for understanding their complex, opaque and dynamic behaviors.\u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":48726221684971,"sku":"EB_SC1300_F05-03_SIMS","price":119.88,"currency_code":"SGD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0758\/4484\/5803\/files\/9781041063032-1.jpg?v=1785975966","url":"https:\/\/kinokuniya.com.sg\/ja\/products\/9781041063032","provider":"Books Kinokuniya Singapore","version":"1.0","type":"link"}