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Mastering Python Data Analysis
Magnus Vilhelm Persson; Luiz Felipe Martins
Packt Publishing Limited (2016)
Pehmeäkantinen kirja
66,30
Tuotetta lisätty
ostoskoriin kpl
Siirry koriin
SciPy Recipes - A cookbook with over 110 proven recipes for performing mathematical and scientific computations
V Kishore Ayyadevara; Luiz Felipe Martins; Ruben Oliva Ramos
Packt Publishing Limited (2017)
Pehmeäkantinen kirja
49,30
Tuotetta lisätty
ostoskoriin kpl
Siirry koriin
Mastering Python Data Analysis
66,30 €
Packt Publishing Limited
Sivumäärä: 284 sivua
Asu: Pehmeäkantinen kirja
Julkaisuvuosi: 2016, 27.06.2016 (lisätietoa)
Kieli: Englanti
Become an expert at using Python for advanced statistical analysis of data using real-world examples

About This Book

• Clean, format, and explore data using graphical and numerical summaries
• Leverage the IPython environment to efficiently analyze data with Python
• Packed with easy-to-follow examples to develop advanced computational skills for the analysis of complex data

Who This Book Is For

If you are a competent Python developer who wants to take your data analysis skills to the next level by solving complex problems, then this advanced guide is for you. Familiarity with the basics of applying Python libraries to data sets is assumed.

What You Will Learn

• Read, sort, and map various data into Python and Pandas
• Recognise patterns so you can understand and explore data
• Use statistical models to discover patterns in data
• Review classical statistical inference using Python, Pandas, and SciPy
• Detect similarities and differences in data with clustering
• Clean your data to make it useful
• Work in Jupyter Notebook to produce publication ready figures to be included in reports

In Detail

Python, a multi-paradigm programming language, has become the language of choice for data scientists for data analysis, visualization, and machine learning. Ever imagined how to become an expert at effectively approaching data analysis problems, solving them, and extracting all of the available information from your data? Well, look no further, this is the book you want!
Through this comprehensive guide, you will explore data and present results and conclusions from statistical analysis in a meaningful way. You'll be able to quickly and accurately perform the hands-on sorting, reduction, and subsequent analysis, and fully appreciate how data analysis methods can support business decision-making.
You'll start off by learning about the tools available for data analysis in Python and will then explore the statistical models that are used to identify patterns in data. Gradually, you'll move on to review statistical inference using Python, Pandas, and SciPy. After that, we'll focus on performing regression using computational tools and you'll get to understand the problem of identifying clusters in data in an algorithmic way. Finally, we delve into advanced techniques to quantify cause and effect using Bayesian methods and you'll discover how to use Python's tools for supervised machine learning.

Style and approach

This book takes a step-by-step approach to reading, processing, and analyzing data in Python using various methods and tools. Rich in examples, each topic connects to real-world examples and retrieves data directly online where possible. With this book, you are given the knowledge and tools to explore any data on your own, encouraging a curiosity befitting all data scientists.

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Tilaustuote | Arvioimme, että tuote lähetetään meiltä noin 2-3 viikossa | Tilaa jouluksi viimeistään 27.11.2024
Myymäläsaatavuus
Helsinki
Tapiola
Turku
Tampere
Mastering Python Data Analysis
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ISBN:
9781783553297
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