Mastering Python for Data Science
(Paperback)

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Explore the world of data science through Python and learn how to make sense of data About This Book * Master data science methods using Python and its libraries * Create data visualizations and mine for patterns * Advanced techniques for the four fundamentals of Data Science with Python - data mining, data analysis, data visualization, and machine learning Who This Book Is For If you are a Python developer who wants to master the world of data science then this book is for you. Some knowledge of data science is assumed. What You Will Learn * Manage data and perform linear algebra in Python * Derive inferences from the analysis by performing inferential statistics * Solve data science problems in Python * Create high-end visualizations using Python * Evaluate and apply the linear regression technique to estimate the relationships among variables. * Build recommendation engines with the various collaborative filtering algorithms * Apply the ensemble methods to improve your predictions * Work with big data technologies to handle data at scale In Detail Data science is a relatively new knowledge domain which is used by various organizations to make data driven decisions. Data scientists have to wear various hats to work with data and to derive value from it. The Python programming language, beyond having conquered the scientific community in the last decade, is now an indispensable tool for the data science practitioner and a must-know tool for every aspiring data scientist. Using Python will offer you a fast, reliable, cross-platform, and mature environment for data analysis, machine learning, and algorithmic problem solving. This comprehensive guide helps you move beyond the hype and transcend the theory by providing you with a hands-on, advanced study of data science. Beginning with the essentials of Python in data science, you will learn to manage data and perform linear algebra in Python. You will move on to deriving inferences from the analysis by performing inferential statistics, and mining data to reveal hidden patterns and trends. You will use the matplot library to create high-end visualizations in Python and uncover the fundamentals of machine learning. Next, you will apply the linear regression technique and also learn to apply the logistic regression technique to your applications, before creating recommendation engines with various collaborative filtering algorithms and improving your predictions by applying the ensemble methods. Finally, you will perform K-means clustering, along with an analysis of unstructured data with different text mining techniques and leveraging the power of Python in big data analytics. Style and approach This book is an easy-to-follow, comprehensive guide on data science using Python. The topics covered in the book can all be used in real world scenarios.

AuthorSamir Madhavan
BindingPaperback
EAN9781784390150
FormatImport
ISBN1784390151
Height925 mm
Length750 mm
Width67 mm
Weight112 g
LanguageEnglish
Language TypePublished
MPNblack & white illustrations
Number Of Items1
Number Of Pages294
Part Numberblack & white illustrations
Product GroupBook
Publication Date2015-08-31
PublisherPackt Publishing Limited
StudioPackt Publishing Limited
Sales Rank36294

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General information about Mastering Python for Data Science
  • The author associated with Mastering Python for Data Science is Samir Madhavan.
  • The EAN for Mastering Python for Data Science is 9781784390150.
  • The format for Mastering Python for Data Science is Import.
  • The ISBN for Mastering Python for Data Science is 1784390151.
  • The height for Mastering Python for Data Science is 925 mm.
  • The length for Mastering Python for Data Science is 750 mm.
  • The width for Mastering Python for Data Science is 67 mm.
  • The weight for Mastering Python for Data Science is 112 g.
  • The language for Mastering Python for Data Science is English.
  • The MPN (Manufacturer's part number) for Mastering Python for Data Science is black & white illustrations.
  • The binding of Mastering Python for Data Science is Paperback.
  • The number of items for Mastering Python for Data Science is 1.
  • The number of pages for Mastering Python for Data Science are 294.
  • The part number for Mastering Python for Data Science is black & white illustrations.
  • Mastering Python for Data Science is grouped in Book group of products.
  • The publication date for Mastering Python for Data Science is 2015-08-31.
  • The publisher for Mastering Python for Data Science is Packt Publishing Limited.
  • The producer for Mastering Python for Data Science is Packt Publishing Limited.
  • The sales rank for Mastering Python for Data Science is 36294.