{"product_id":"the-beginners-guide-to-data-science-9783031078675","title":"The Beginner's Guide to Data Science","description":"\u003cp\u003e • Author(s): Robert Ball\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThis book discusses the principles and practical applications of data science, addressing key topics including data wrangling, statistics, machine learning, data visualization, natural language processing and time series analysis. Detailed investigations of techniques used in the implementation of recommendation engines and the proper selection of metrics for distance-based analysis are also covered.\u003c\/p\u003e\u003cp\u003eUtilizing numerous comprehensive code examples, figures, and tables to help clarify and illuminate essential data science topics, the authors provide an extensive treatment and analysis of real-world questions, focusing especially on the task of determining and assessing answers to these questions as expeditiously and precisely as possible. This book addresses the challenges related to uncovering the actionable insights in \"big data,\" leveraging database and data collection tools such as web scraping and text identification.\u003c\/p\u003e\u003cp\u003eThis book is organized as 11 chapters, structured as independent treatments of the following crucial data science topics: \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eData gathering and acquisition techniques including data creation\u003c\/li\u003e\n\u003cli\u003eManaging, transforming, and organizing data to ultimately package the information into an accessible format ready for analysis\u003c\/li\u003e\n\u003cli\u003eFundamentals of descriptive statistics intended to summarize and aggregate data into a few concise but meaningful measurements\u003c\/li\u003e\n\u003cli\u003eInferential statistics that allow us to infer (or generalize) trends about the larger population based only on the sample portion collected and recorded\u003c\/li\u003e\n\u003cli\u003eMetrics that measure some quantity such as distance, similarity, or error and which are especially useful when comparing one or more data observations\u003c\/li\u003e\n\u003cli\u003eRecommendation engines representing a set of algorithms designed to predict (or recommend) a particular product, service, or other item of interest a user or customer wishes to buy or utilize in some manner\u003c\/li\u003e\n\u003cli\u003eMachine learning implementations and associated algorithms, comprising\u003cb\u003e \u003c\/b\u003ecore data science technologies with many practical applications, especially predictive analytics\u003c\/li\u003e\n\u003cli\u003eNatural Language Processing, which expedites the parsing and comprehension of written and spoken language in an effective and accurate manner\u003c\/li\u003e\n\u003cli\u003eTime series analysis, techniques to examine and generate forecasts about the progress and evolution of data over time\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eData science provides the methodology and tools to accurately interpret an increasing volume of incoming information in order to discern patterns, evaluate trends, and make the right decisions. The results of data science analysis provide real world answers to real world questions. Professionals working on data science and business intelligence projects as well as advanced-level students and researchers focused on data science, computer science, business and mathematics programs will benefit from this book.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45275740209303,"sku":"9783031078675","price":4366.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783031078675.webp?v=1769283771","url":"https:\/\/atlanticbooks.com\/products\/the-beginners-guide-to-data-science-9783031078675","provider":"Atlantic Books","version":"1.0","type":"link"}