European University Institute Library

Python for data science for dummies, by Luca Massaron and John Paul Mueller

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Python for data science for dummies, by Luca Massaron and John Paul Mueller
Language
eng
Illustrations
illustrations
Index
index present
Literary form
non fiction
Main title
Python for data science for dummies
Oclc number
858956251
Responsibility statement
by Luca Massaron and John Paul Mueller
Series statement
For dummies
Table of contents
pt. I. Getting started with Python for data science -- Discovering the match between data science and Python -- Introducing Python's capabilities and wonders -- Setting up Python for data science -- Reviewing basic Python -- pt. II. Getting your hands dirty with data -- Working with real data -- Conditioning your data -- Shaping data -- Putting what you know in action -- pt. III. Visualizing the invisible -- Getting a crash course in MatPlotLib -- Visualizing the data -- Understanding the tools -- pt. IV. Wrangling data -- Stretching Python's capabilities -- Exploring data analysis -- Reducing dimensionality -- Clustering -- Detecting outliers in data -- pt. V. Learning from data -- Exploring four simple and effective algorithms -- Performing cross-validation, selection, and optimization -- Increasing complexity with linear and nonlinear tricks -- Understanding the power of the many -- pt. VI. The part of tens -- Ten essential data science resource collections -- Ten data challenges you should take
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Python for data science

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