Description: Further DetailsTitle: Building Statistical Models in PythonCondition: NewFormat: PaperbackRelease Date: 08/31/2023Subtitle: Develop useful models for regression, classification, time series, and survival analysisISBN-10: 1804614289EAN: 9781804614280ISBN: 9781804614280Publisher: Packt Publishing LimitedDescription: Make data-driven, informed decisions and enhance your statistical expertise in Python by turning raw data into meaningful insightsPurchase of the print or Kindle book includes a free PDF eBookKey FeaturesGain expertise in identifying and modeling patterns that generate successExplore the concepts with Python using important libraries such as stats modelsLearn how to build models on real-world data sets and find solutions to practical challengesBook DescriptionThe ability to proficiently perform statistical modeling is a fundamental skill for data scientists and essential for businesses reliant on data insights. Building Statistical Models with Python is a comprehensive guide that will empower you to leverage mathematical and statistical principles in data assessment, understanding, and inference generation.This book not only equips you with skills to navigate the complexities of statistical modeling, but also provides practical guidance for immediate implementation through illustrative examples. Through emphasis on application and code examples, you’ll understand the concepts while gaining hands-on experience. With the help of Python and its essential libraries, you’ll explore key statistical models, including hypothesis testing, regression, time series analysis, classification, and more.By the end of this book, you’ll gain fluency in statistical modeling while harnessing the full potential of Python's rich ecosystem for data analysis.What you will learnExplore the use of statistics to make decisions under uncertaintyAnswer questions about data using hypothesis testsUnderstand the difference between regression and classification modelsBuild models with stats models in PythonAnalyze time series data and provide forecastsDiscover Survival Analysis and the problems it can solveWho this book is forIf you are looking to get started with building statistical models for your data sets, this book is for you! Building Statistical Models in Python bridges the gap between statistical theory and practical application of Python. Since you’ll take a comprehensive journey through theory and application, no previous knowledge of statistics is required, but some experience with Python will be useful.Language: EnglishCountry/Region of Manufacture: GBItem Height: 235mmItem Length: 191mmAuthor: Huy Hoang Nguyen, Paul N Adams, Stuart J MillerGenre: Computing & InternetTopic: Science Nature & MathRelease Year: 2023 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Release Date: 08/31/2023
Release Year: 2023
Book Title: Building Statistical Models in Python
Title: Building Statistical Models in Python
Subtitle: Develop useful models for regression, classification, time series
ISBN-10: 1804614289
EAN: 9781804614280
ISBN: 9781804614280
Country/Region of Manufacture: GB
Item Height: 235mm
Genre: Computing & Internet
Topic: Science Nature & Math
Publication Name: Building Statistical Models in Python : Develop Useful Models for Regression, Classification, Time Series, and Survival Analysis
Language: English
Publisher: Packt Publishing, The Limited
Subject: Computer Science
Publication Year: 2023
Type: Textbook
Subject Area: Computers
Item Length: 92.5 in
Author: Paul N. Adams, Huy Hoang Nguyen, Stuart J. Miller
Item Width: 75 in
Format: Trade Paperback