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The Data Analysis Workshop - Solve business problems with state-of-the-art data analysis models, developing expert data analysis skills along the way (Paperback)
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The Data Analysis Workshop - Solve business problems with state-of-the-art data analysis models, developing expert data analysis skills along the way (Paperback)
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Learn how to analyze data using Python models with the help of
real-world use cases and guidance from industry experts Key
Features Get to grips with data analysis by studying use cases from
different fields Develop your critical thinking skills by following
tried-and-true data analysis Learn how to use conclusions from data
analyses to make better business decisions Book
DescriptionBusinesses today operate online and generate data almost
continuously. While not all data in its raw form may seem useful,
if processed and analyzed correctly, it can provide you with
valuable hidden insights. The Data Analysis Workshop will help you
learn how to discover these hidden patterns in your data, to
analyze them, and leverage the results to help transform your
business. The book begins by taking you through the use case of a
bike rental shop. You'll be shown how to correlate data, plot
histograms, and analyze temporal features. As you progress, you'll
learn how to plot data for a hydraulic system using the Seaborn and
Matplotlib libraries, and explore a variety of use cases that show
you how to join and merge databases, prepare data for analysis, and
handle imbalanced data. By the end of the book, you'll have learned
different data analysis techniques, including hypothesis testing,
correlation, and null-value imputation, and will have become a
confident data analyst. What you will learn Get to grips with the
fundamental concepts and conventions of data analysis Understand
how different algorithms help you to analyze the data effectively
Determine the variation between groups of data using hypothesis
testing Visualize your data correctly using appropriate plotting
points Use correlation techniques to uncover the relationship
between variables Find hidden patterns in data using advanced
techniques and strategies Who this book is forThe Data Analysis
Workshop is for programmers who already know how to code in Python
and want to use it to perform data analysis. If you are looking to
gain practical experience in data science with Python, this book is
for you.
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