{"product_id":"data-science-in-r-a-case-studies-approach-to-computational-reasoning-and-problem-solving-chapman-hallcrc-the-r-series-9781482234817","title":"Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving (Chapman \u0026 Hall\/CRC: The R Series)","description":"\u003cp\u003eEffectively Access  Transform  Manipulate  Visualize  and Reason about Data and Computation Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving illustrates the details involved in solving real computational problems encountered in data analysis. It reveals the dynamic and iterative process by which data analysts approach a problem and reason about different ways of implementing solutions.  The books collection of projects  comprehensive sample solutions  and follow-up exercises encompass practical topics pertaining to data processing  including:  Non-standard  complex data formats  such as robot logs and email messages Text processing and regular expressions Newer technologies  such as Web scraping  Web services  Keyhole Markup Language (KML)  and Google Earth Statistical methods  such as classification trees  k-nearest neighbors  and nave Bayes Visualization and exploratory data analysis Relational databases and Structured Query Language (SQL) Simulation Algorithm implementation Large data and efficiency  Suitable for self-study or as supplementary reading in a statistical computing course  the book enables instructors to incorporate interesting problems into their courses so that students gain valuable experience and data science skills. Students learn how to acquire and work with unstructured or semistructured data as well as how to narrow down and carefully frame the questions of interest about the data.  Blending computational details with statistical and data analysis concepts  this book provides readers with an understanding of how professional data scientists think about daily computational tasks. It will improve readers computational reasoning of real-world data analyses.\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":45651584811061,"sku":"ByrdShop_1482234815","price":74.28,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9781482234817.jpg?v=1781836060","url":"https:\/\/atxbooks.com\/products\/data-science-in-r-a-case-studies-approach-to-computational-reasoning-and-problem-solving-chapman-hallcrc-the-r-series-9781482234817","provider":"ATX Books","version":"1.0","type":"link"}