{"product_id":"foundations-of-data-science-with-python-chapman-hallcrc-the-python-series-9781032350424","title":"Foundations of Data Science with Python (Chapman \u0026 Hall\/CRC The Python Series)","description":"\u003cp\u003eFoundations of Data Science with Python introduces readers to the fundamentals of data science  including data manipulation and visualization  probability  statistics  and dimensionality reduction. This book is targeted toward engineers and scientists  but it should be readily understandable to anyone who knows basic calculus and the essentials of computer programming. It uses a computational-first approach to data science: the reader will learn how to use Python and the associated data-science libraries to visualize  transform  and model data  as well as how to conduct statistical tests using real data sets. Rather than relying on obscure formulas that only apply to very specific statistical tests  this book teaches readers how to perform statistical tests via resampling; this is a simple and general approach to conducting statistical tests using simulations that draw samples from the data being analyzed. The statistical techniques and tools are explained and demonstrated using a diverse collection of data sets to conduct statistical tests related to contemporary topics  from the effects of socioeconomic factors on the spread of the COVID-19 virus to the impact of state laws on firearms mortality. This book can be used as an undergraduate textbook for an Introduction to Data Science course or to provide a more contemporary approach in courses like Engineering Statistics. However  it is also intended to be accessible to practicing engineers and scientists who need to gain foundational knowledge of data science. Key Features: Applies a modern  computational approach to working with data Uses real data sets to conduct statistical tests that address a diverse set of contemporary issues Teaches the fundamentals of some of the most important tools in the Python data-science stack Provides a basic  but rigorous  introduction to Probability and its application to Statistics Offers an accompanying website that provides a unique set of online  interactive tools to help the reader learn the material\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":67897825132597,"sku":"ByrdShop_1032350423","price":85.35,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9781032350424.jpg?v=1793783483","url":"https:\/\/atxbooks.com\/products\/foundations-of-data-science-with-python-chapman-hallcrc-the-python-series-9781032350424","provider":"ATX Books","version":"1.0","type":"link"}