{"product_id":"9781032550220","title":"Standards for the Control of Algorithmic Bias : The Canadian Administrative Context","description":"\u003cp\u003eGovernments around the world use machine learning in automated decision-making systems for a broad range of functions. This book seeks to answer the question: what standards should be applied to machine learning to mitigate disparate impact in automated decision-making?\u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":48722104221931,"sku":"00000_00000_00000_00000","price":164.78,"currency_code":"SGD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0758\/4484\/5803\/files\/9781032550220-1.jpg?v=1781650466","url":"https:\/\/kinokuniya.com.sg\/zh\/products\/9781032550220","provider":"Books Kinokuniya Singapore","version":"1.0","type":"link"}