{"product_id":"9781789537253-hands-on-exploratory-data-anal","title":"Hands-On Exploratory Data Analysis with Python","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003ePerform EDA techniques to understand, summarize, and investigate your data. This book provides practical knowledge about the main pillars of EDA including data cleaning, data preparation, data exploration, and data visualization. You can leverage the power of Python to understand, summarize and investigate your data in the best way possible. The book presents a unique approach to exploring hidden features in your data. \u003cp\u003e\u003cb\u003eDiscover techniques to summarize the characteristics of your data using PyPlot, NumPy, SciPy, and pandas\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eUnderstand the fundamental concepts of exploratory data analysis using Python\u003c\/li\u003e\n\u003cli\u003eFind missing values in your data and identify the correlation between different variables\u003c\/li\u003e\n\u003cli\u003ePractice graphical exploratory analysis techniques using Matplotlib and the Seaborn Python package\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eExploratory 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.\u003c\/p\u003e\n\u003cp\u003eYou’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.\u003c\/p\u003e\n\u003cp\u003eBy 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.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eImport, clean, and explore data to perform preliminary analysis using powerful Python packages\u003c\/li\u003e\n\u003cli\u003eIdentify and transform erroneous data using different data wrangling techniques\u003c\/li\u003e\n\u003cli\u003eExplore the use of multiple regression to describe non-linear relationships\u003c\/li\u003e\n\u003cli\u003eDiscover hypothesis testing and explore techniques of time-series analysis\u003c\/li\u003e\n\u003cli\u003eUnderstand and interpret results obtained from graphical analysis\u003c\/li\u003e\n\u003cli\u003eBuild, train, and optimize predictive models to estimate results\u003c\/li\u003e\n\u003cli\u003ePerform complex EDA techniques on open source datasets\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis EDA book is for anyone interested in data analysis, especially students, statisticians, data analysts, and data scientists. The practical concepts presented in this book can be applied in various disciplines to enhance decision-making processes with data analysis and synthesis. Fundamental knowledge of Python programming and statistical concepts is all you need to get started with this book.\u003c\/p\u003e\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41078726951009,"sku":"9781789537253","price":39.7,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/5de2c615839e4e77343b6c675ac20537.png?v=1700717614","url":"https:\/\/www.rarewaves.com\/products\/9781789537253-hands-on-exploratory-data-anal","provider":"Rarewaves.com","version":"1.0","type":"link"}