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Hands-On Exploratory Data Analysis with Python. Perform EDA techniques to understand, summarize, and investigate your data

Hands-On Exploratory Data Analysis with Python. Perform EDA techniques to understand, summarize, and investigate your data

Suresh Kumar Mukhiya, Usman Ahmed

E-book
Exploratory Data Analysis (EDA) is an approach to data analysis that involves the application of diverse techniques to gain insights into a dataset. This book will help you gain practical knowledge of the main pillars of EDA - data cleaning, data preparation, data exploration, and data visualization.

You’ll start by performing EDA using open source datasets and perform simple to advanced analyses to turn data into meaningful insights. You’ll then learn various descriptive statistical techniques to describe the basic characteristics of data and progress to performing EDA on time-series data. As you advance, you’ll learn how to implement EDA techniques for model development and evaluation and build predictive models to visualize results. Using Python for data analysis, you’ll work with real-world datasets, understand data, summarize its characteristics, and visualize it for business intelligence.

By the end of this EDA book, you’ll have developed the skills required to carry out a preliminary investigation on any dataset, yield insights into data, present your results with visual aids, and build a model that correctly predicts future outcomes.
  • 1. Exploratory Data Analysis Fundamentals
  • 2. Visual Aids for EDA
  • 3. EDA with Personal Email
  • 4. Data Transformation
  • 5. Descriptive Statistics
  • 6. Grouping Dataset
  • 7. Correlation
  • 8. Time Series Analysis
  • 9. Hypothesis Testing and Regression
  • 10. Model Development and Evaluation
  • 11. EDA on Wine Quality Data Analysis
  • 12. Appendix
  • Titel: Hands-On Exploratory Data Analysis with Python. Perform EDA techniques to understand, summarize, and investigate your data
  • Autor: Suresh Kumar Mukhiya, Usman Ahmed
  • Originaler Titel: Hands-On Exploratory Data Analysis with Python. Perform EDA techniques to understand, summarize, and investigate your data
  • ISBN: 9781789535624, 9781789535624
  • Veröffentlichungsdatum: 2020-03-27
  • Format: E-book
  • Artikelkennung: e_2aby
  • Verleger: Packt Publishing