Businesses 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.
publication date
2020-07-29
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
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
approach
The Data Analysis Workshop focuses on building your practical data science skills. You'll start from scratch and proceed to advanced topics with the help of real-world examples and engaging activities.
audience
The 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.
short description
The Data Analysis Workshop is a comprehensive guide that shows you how to analyze your data and gain insights into your business. Starting with the basics of data analysis, including data visualization and exploratory data analysis, this book takes you through the complete spectrum of techniques, such as time series analysis and categorical data analysis. It is the ideal companion on your journey to becoming an expert data analyst.
subtitle
Solve business problems with state-of-the-art data analysis models, developing expert data analysis skills along the way
keywords
Python, data mining, Python for data analysis, Bayesian data analysis, Exploratory data analysis, Python data analysis, Time series analysis Python, Data science for business
Product ISBN
9781839211386
