Download the fantastic book titled Probability for Data Scientists First Edition written by Juana Sánchez, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Probability for Data Scientists First Edition ", which was released on 31 May 2019. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computer science genre.
Summary of Probability for Data Scientists First Edition by Juana Sánchez PDF
Probability for Data Scientists provides students with a mathematically sound yet accessible introduction to the theory and applications of probability. Students learn how probability theory supports statistics, data science, and machine learning theory by enabling scientists to move beyond mere descriptions of data to inferences about specific populations. The book is divided into two parts. Part I introduces readers to fundamental definitions, theorems, and methods within the context of discrete sample spaces. It addresses the origin of the mathematical study of probability, main concepts in modern probability theory, univariate and bivariate discrete probability models, and the multinomial distribution. Part II builds upon the knowledge imparted in Part I to present students with corresponding ideas in the context of continuous sample spaces. It examines models for single and multiple continuous random variables and the application of probability theorems in statistics. Probability for Data Scientists effectively introduces students to key concepts in probability and demonstrates how a small set of methodologies can be applied to a plethora of contextually unrelated problems. It is well suited for courses in statistics, data science, machine learning theory, or any course with an emphasis in probability. Numerous exercises, some of which provide R software code to conduct experiments that illustrate the laws of probability, are provided in each chapter.
Detail About Probability for Data Scientists First Edition PDF
- Author : Juana Sánchez
- Publisher : Cognella Academic Publishing
- Genre : Computer science
- Total Pages : 341 pages
- ISBN : 9781516532704
- Release Date : 31 May 2019
- PDF File Size : 53,9 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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