Stefanie Molin

Hands-On Data Analysis with Pandas (eBook, ePUB)

A Python data science handbook for data collection, wrangling, analysis, and visualization

• Format: ePub

Produktbeschreibung

Extracting 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.
This 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.
Using 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.
This 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.

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Produktdetails

• Verlag: Packt Publishing
• Seitenzahl: 788
• Erscheinungstermin: 29. April 2021
• Englisch
• ISBN-13: 9781800565913
• Artikelnr.: 70294857

Autorenporträt

Namit Tanasseri is a certified Microsoft Cloud Solutions Architect with more than 11 years of work experience. He started his career as a Software Development Engineer with Microsoft Research and Development Center in 2005. During the first five years of his career, he had opportunities to work with major Microsoft product groups such as Microsoft Office and Windows. The experience working with the largest development teams within Microsoft helped him strengthen his knowledge of agile software development methodologies and processes. He also earned a patent award for a technology invention during this tenure. Namit joined Microsoft Services chasing his passion for delivering solutions on cloud technologies and for gaining better exposure to technology consulting. As a technology consultant with Microsoft, Namit worked with Microsoft Azure Services for four years. Namit was a worldwide subject matter expert in Microsoft Azure, and he actively contributed to the Microsoft cloud community, apart from delivering top quality solutions for Microsoft customers. Namit also led the Windows Azure community in Microsoft Services India. Namit currently serves as a Microsoft Cloud Solutions Architect from Sydney, Australia working on large and medium sized enterprise engagements.