{"product_id":"causal-inference-for-data-science","title":"Causal Inference For Data Science","description":"\u003cp\u003e\u003cstrong\u003eWhen you know the cause of an event, you can affect its outcome. This accessible introduction to causal inference shows you how to determine causality and estimate effects using statistics and machine learning.\u003c\/strong\u003e\u003cbr\u003e\u003cbr\u003eIn \u003cem\u003eCausal Inference for Data Science\u003c\/em\u003e you will learn how to:\u003c\/p\u003e \u003cul\u003e  \u003cli\u003eModel reality using causal graphs\u003c\/li\u003e  \u003cli\u003eEstimate causal effects using statistical and machine learning techniques\u003c\/li\u003e  \u003cli\u003eDetermine when to use A\/B tests, causal inference, and machine learning\u003c\/li\u003e  \u003cli\u003eExplain and assess objectives, assumptions, risks, and limitations\u003c\/li\u003e  \u003cli\u003eDetermine if you have enough variables for your analysis\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cbr\u003eIt''s possible to predict events without knowing what causes them. Understanding causality allows you both to make data-driven predictions and also intervene to affect the outcomes. \u003cem\u003eCausal Inference for Data Science\u003c\/em\u003e shows you how to build data science tools that can identify the root cause of trends and events. You''ll learn how to interpret historical data, understand customer behaviors, and empower management to apply optimal decisions.\u003c\/p\u003e","brand":"MediaPlace","offers":[{"title":"Default Title","offer_id":57399505748350,"sku":"NW9781633439658","price":53.95,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1379\/1261\/files\/9781633439658.jpg?v=1778600736","url":"https:\/\/mediaplace.com\/en-eu\/products\/causal-inference-for-data-science","provider":"MediaPlace","version":"1.0","type":"link"}