{"product_id":"9781801072137-hands-on-data-preprocessing-in-python-learn-how-to-effectively-prepare-data-for-successful-data-analytics","title":"Hands-On Data Preprocessing in Python","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eLearn how to effectively prepare data for successful data analytics. Whether you're a data analyst new to programming or already familiar with it, this book will teach you the optimum techniques for data preprocessing from both technical and analytical perspectives. You'll explore the world of advanced data manipulation and preprocessing techniques to create successful data analytic solutions. \u003cp\u003e\u003cb\u003eGet your raw data cleaned up and ready for processing to design better data analytic solutions\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eDevelop the skills to perform data cleaning, data integration, data reduction, and data transformation\u003c\/li\u003e\n\u003cli\u003eMake the most of your raw data with powerful data transformation and massaging techniques\u003c\/li\u003e\n\u003cli\u003ePerform thorough data cleaning, including dealing with missing values and outliers\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eHands-On Data Preprocessing is a primer on the best data cleaning and preprocessing techniques, written by an expert who's developed college-level courses on data preprocessing and related subjects. \u003c\/p\u003e \u003cp\u003eWith this book, you'll be equipped with the optimum data preprocessing techniques from multiple perspectives, ensuring that you get the best possible insights from your data. \u003c\/p\u003e \u003cp\u003eYou'll learn about different technical and analytical aspects of data preprocessing – data collection, data cleaning, data integration, data reduction, and data transformation – and get to grips with implementing them using the open source Python programming environment. \u003c\/p\u003e \u003cp\u003eThe hands-on examples and easy-to-follow chapters will help you gain a comprehensive articulation of data preprocessing, its whys and hows, and identify opportunities where data analytics could lead to more effective decision making. As you progress through the chapters, you'll also understand the role of data management systems and technologies for effective analytics and how to use APIs to pull data.\u003c\/p\u003e \u003cp\u003eBy the end of this Python data preprocessing book, you'll be able to use Python to read, manipulate, and analyze data; perform data cleaning, integration, reduction, and transformation techniques, and handle outliers or missing values to effectively prepare data for analytic tools.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eUse Python to perform analytics functions on your data\u003c\/li\u003e\n\u003cli\u003eUnderstand the role of databases and how to effectively pull data from databases\u003c\/li\u003e\n\u003cli\u003ePerform data preprocessing steps defined by your analytics goals\u003c\/li\u003e\n\u003cli\u003eRecognize and resolve data integration challenges\u003c\/li\u003e\n\u003cli\u003eIdentify the need for data reduction and execute it\u003c\/li\u003e\n\u003cli\u003eDetect opportunities to improve analytics with data transformation\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis book is for junior and senior data analysts, business intelligence professionals, engineering undergraduates, and data enthusiasts looking to perform preprocessing and data cleaning on large amounts of data. You don't need any prior experience with data preprocessing to get started with this book. However, basic programming skills, such as working with variables, conditionals, and loops, along with beginner-level knowledge of Python and simple analytics experience, are a prerequisite.\u003c\/p\u003e\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41049470042209,"sku":"9781801072137","price":54.62,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/7ec5b31b0d5c121c2a697a48543d3a3f.jpg?v=1698287783","url":"https:\/\/www.rarewaves.com\/products\/9781801072137-hands-on-data-preprocessing-in-python-learn-how-to-effectively-prepare-data-for-successful-data-analytics","provider":"Rarewaves.com","version":"1.0","type":"link"}