{"product_id":"9781800563452-hands-on-data-analysis-wpanda","title":"Hands-On Data Analysis with Pandas","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eA Python data science handbook for data collection, wrangling, analysis, and visualization, 2nd Edition. Knowing how to work with data to extract insights generates significant value. This book will help you to develop data analysis skills using a hands-on approach and real-world data. You’ll get up to speed with pandas 1.x in no time and build some software engineering skills in the process, vastly expanding your data science toolbox. \u003cp\u003e\u003cb\u003eGet to grips with pandas by working with real datasets and master data discovery, data manipulation, data preparation, and handling data for analytical tasks\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003ePerform efficient data analysis and manipulation tasks using pandas 1.x\u003c\/li\u003e\n\u003cli\u003eApply pandas to different real-world domains with the help of step-by-step examples\u003c\/li\u003e\n\u003cli\u003eMake the most of pandas as an effective data exploration tool\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eExtracting valuable business insights is no longer a ‘nice-to-have’, but an essential skill for anyone who handles data in their enterprise. Hands-On Data Analysis with Pandas is here to help beginners and those who are migrating their skills into data science get up to speed in no time.\u003c\/p\u003e\n\u003cp\u003eThis book will show you how to analyze your data, get started with machine learning, and work effectively with the Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn.\u003c\/p\u003e\n\u003cp\u003eUsing real-world datasets, you will learn how to use the pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will learn how to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding chapters, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data.\u003c\/p\u003e\n\u003cp\u003eThis updated edition will equip you with the skills you need to use pandas 1.x to efficiently perform various data manipulation tasks, reliably reproduce analyses, and visualize your data for effective decision making – valuable knowledge that can be applied across multiple domains.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eUnderstand how data analysts and scientists gather and analyze data\u003c\/li\u003e\n\u003cli\u003ePerform data analysis and data wrangling using Python\u003c\/li\u003e\n\u003cli\u003eCombine, group, and aggregate data from multiple sources\u003c\/li\u003e\n\u003cli\u003eCreate data visualizations with pandas, matplotlib, and seaborn\u003c\/li\u003e\n\u003cli\u003eApply machine learning algorithms to identify patterns and make predictions\u003c\/li\u003e\n\u003cli\u003eUse Python data science libraries to analyze real-world datasets\u003c\/li\u003e\n\u003cli\u003eSolve common data representation and analysis problems using pandas\u003c\/li\u003e\n\u003cli\u003eBuild Python scripts, modules, and packages for reusable analysis code\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis book is for data science beginners, data analysts, and Python developers who want to explore each stage of data analysis and scientific computing using a wide range of datasets. Data scientists looking to implement pandas in their machine learning workflow will also find plenty of valuable know-how as they progress.\u003c\/p\u003e\n\u003cp\u003eYou’ll find it easier to follow along with this book if you have a working knowledge of the Python programming language, but a Python crash-course tutorial is provided in the code bundle for anyone who needs a refresher.\u003c\/p\u003e\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41078935257185,"sku":"9781800563452","price":47.9,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/58b2761dd3af74e3605785809ffaa21e.png?v=1700206369","url":"https:\/\/www.rarewaves.com\/products\/9781800563452-hands-on-data-analysis-wpanda","provider":"Rarewaves.com","version":"1.0","type":"link"}