{"product_id":"data-science-the-hard-parts-techniques-for-excelling-at-data-science-9781098146474","title":"Data Science: The Hard Parts: Techniques for Excelling at Data Science","description":"\u003cp\u003eThis practical guide provides a collection of techniques and best practices that are generally overlooked in most data engineering and data science pedagogy. A common misconception is that great data scientists are experts in the \"big themes\" of the discipline--machine learning and programming. But most of the time, these tools can only take us so far. In practice, the smaller tools and skills really separate a great data scientist from a not-so-great one. \u003c\/p\u003e\u003cp\u003e Taken as a whole, the lessons in this book make the difference between an average data scientist candidate and a qualified data scientist working in the field. Author Daniel Vaughan has collected, extended, and used these skills to create value and train data scientists from different companies and industries. \u003c\/p\u003e\u003cp\u003e With this book, you will: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eUnderstand how data science creates value \u003c\/li\u003e\n\u003cli\u003eDeliver compelling narratives to sell your data science project \u003c\/li\u003e\n\u003cli\u003eBuild a business case using unit economics principles \u003c\/li\u003e\n\u003cli\u003eCreate new features for a ML model using storytelling \u003c\/li\u003e\n\u003cli\u003eLearn how to decompose KPIs \u003c\/li\u003e\n\u003cli\u003ePerform growth decompositions to find root causes for changes in a metric \u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e Daniel Vaughan is head of data at Clip, the leading paytech company in Mexico. He's the author of \u003ci\u003eAnalytical Skills for AI and Data Science\u003c\/i\u003e (O'Reilly).\u003cbr\u003e\u003c\/p\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":50648545067282,"sku":"9781098146474","price":47.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_c274a539-e104-47a9-9666-c41ddeb50715.jpg?v=1733243821","url":"https:\/\/surprise-castle.myshopify.com\/products\/data-science-the-hard-parts-techniques-for-excelling-at-data-science-9781098146474","provider":"Surprise Castle","version":"1.0","type":"link"}