{"product_id":"9780124115439","title":"The Art and Science of Analyzing Software Data","description":"\u003cp\u003e\u003ci\u003eThe Art and Science of Analyzing Software Data\u003c\/i\u003e provides valuable information on analysis techniques often used to derive insight from software data. This book shares best practices in the field generated by leading data scientists, collected from their experience training software engineering students and practitioners to master data science.\u003c\/p\u003e \u003cp\u003eThe book covers topics such as the analysis of security data, code reviews, app stores, log files, and user telemetry, among others. It covers a wide variety of techniques such as co-change analysis, text analysis, topic analysis, and concept analysis, as well as advanced topics such as release planning and generation of source code comments. It includes stories from the trenches from expert data scientists illustrating how to apply data analysis in industry and open source, present results to stakeholders, and drive decisions.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003ePresents best practices, hints, and tips to analyze data and apply tools in data science projects\u003c\/li\u003e\n\u003cli\u003ePresents research methods and case studies that have emerged over the past few years to further understanding of software data\u003c\/li\u003e\n\u003cli\u003eShares stories from the trenches of successful data science initiatives in industry\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Elsevier Science","offers":[{"title":"Default Title","offer_id":47119653273840,"sku":"9780124115439","price":59.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9780124115439_p0.jpg?v=1763639333","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9780124115439","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}