{"product_id":"causal-ai","title":"Causal Ai","description":"\u003cdiv\u003e  \u003cdiv\u003e   \u003cstrong\u003eHow do you know what might have happened, had you done things differently? Causal machine learning gives you the insight you need to make predictions and control outcomes based on causal relationships instead of pure correlation, so you can make precise and timely interventions.\u003c\/strong\u003e   \u003cbr\u003e   \u003cbr\u003eIn    \u003cem\u003eCausal AI\u003c\/em\u003e you will learn how to:   \u003cbr\u003e   \u003cbr\u003e   \u003cul\u003e    \u003cli\u003eBuild causal reinforcement learning algorithms\u003c\/li\u003e    \u003cli\u003eImplement causal inference with modern probabilistic machine tools such as PyTorch and Pyro\u003c\/li\u003e    \u003cli\u003eCompare and contrast statistical and econometric methods for causal inference\u003c\/li\u003e    \u003cli\u003eSet up algorithms for attribution, credit assignment, and explanation\u003c\/li\u003e    \u003cli\u003eConvert domain expertise into explainable causal models\u003c\/li\u003e   \u003c\/ul\u003e   \u003cbr\u003e   \u003cem\u003eCausal AI\u003c\/em\u003e is a practical introduction to building AI models that can reason about causality. Author Robert Ness, a leading researcher in causal AI at Microsoft Research, brings his unique expertise to this cutting-edge guide. His clear, code-first approach explains essential details of causal machine learning that are hidden in academic papers. Everything you learn can be easily and effectively applied to industry challenges, from building explainable causal models to predicting counterfactual outcomes.  \u003c\/div\u003e  \u003cdiv\u003e      \u003c\/div\u003e \u003c\/div\u003e \u003cdiv\u003e  \u003cstrong\u003eAbout the technology:\u003c\/strong\u003e \u003c\/div\u003e \u003cdiv\u003e    \u003c\/div\u003e \u003cdiv\u003e  Causal machine learning is a major milestone in machine learning, allowing AI models to make accurate predictions based on causes rather than just correlations. Causal techniques help you make models that are more robust, explainable, and fair, and have a wide range of applications, from improving recommendation engines to perfecting self-driving cars. \u003c\/div\u003e","brand":"MediaPlace","offers":[{"title":"Default Title","offer_id":57194997776766,"sku":"NW9781633439917","price":63.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1379\/1261\/files\/9781633439917.jpg?v=1778541330","url":"https:\/\/mediaplace.com\/en-usa\/products\/causal-ai","provider":"MediaPlace","version":"1.0","type":"link"}