{"product_id":"doing-data-science","title":"Doing Data Science","description":"\u003cdiv\u003e\n\u003cp\u003eNow that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so clouded in hype? This insightful book, based on Columbia University’s Introduction to Data Science class, tells you what you need to know.\u003c\/p\u003e\n\u003cp\u003eIn many of these chapter-long lectures, data scientists from companies such as Google, Microsoft, and eBay share new algorithms, methods, and models by presenting case studies and the code they use. If you’re familiar with linear algebra, probability, and statistics, and have programming experience, this book is an ideal introduction to data science.\u003c\/p\u003e\n\u003cp\u003eTopics include:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eStatistical inference, exploratory data analysis, and the data science process\u003c\/li\u003e\n\u003cli\u003eAlgorithms\u003c\/li\u003e\n\u003cli\u003eSpam filters, Naive Bayes, and data wrangling\u003c\/li\u003e\n\u003cli\u003eLogistic regression\u003c\/li\u003e\n\u003cli\u003eFinancial modeling\u003c\/li\u003e\n\u003cli\u003eRecommendation engines and causality\u003c\/li\u003e\n\u003cli\u003eData visualization\u003c\/li\u003e\n\u003cli\u003eSocial networks and data journalism\u003c\/li\u003e\n\u003cli\u003eData engineering, MapReduce, Pregel, and Hadoop\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003ci\u003eDoing Data Science\u003c\/i\u003e is collaboration between course instructor Rachel Schutt, Senior VP of Data Science at News Corp, and data science consultant Cathy O’Neil, a senior data scientist at Johnson Research Labs, who attended and blogged about the course.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":52665645597039,"sku":"9781449358655","price":399.74,"currency_code":"BRL","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0921\/9384\/9711\/files\/1449358659.jpg?v=1770905484","url":"https:\/\/internacional.umlivro.com.br\/products\/doing-data-science","provider":"Loja UmLivro","version":"1.0","type":"link"}