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Hands-On Data Analysis with Pandas - Efficiently perform data collection, wrangling, analysis, and visualization using Python (Paperback) Loot Price: R1,377
Discovery Miles 13 770
Hands-On Data Analysis with Pandas - Efficiently perform data collection, wrangling, analysis, and visualization using Python...

Hands-On Data Analysis with Pandas - Efficiently perform data collection, wrangling, analysis, and visualization using Python (Paperback)

Stefanie Molin

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Loot Price R1,377 Discovery Miles 13 770 | Repayment Terms: R129 pm x 12*

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Get to grips with pandas-a versatile and high-performance Python library for data manipulation, analysis, and discovery Key Features Perform efficient data analysis and manipulation tasks using pandas Apply pandas to different real-world domains using step-by-step demonstrations Get accustomed to using pandas as an effective data exploration tool Book DescriptionData analysis has become a necessary skill in a variety of positions where knowing how to work with data and extract insights can generate significant value. Hands-On Data Analysis with Pandas will show you how to analyze your data, get started with machine learning, and work effectively with 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 powerful 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. By the end of this book, you will be equipped with the skills you need to use pandas to ensure the veracity of your data, visualize it for effective decision-making, and reliably reproduce analyses across multiple datasets. What you will learn Understand how data analysts and scientists gather and analyze data Perform data analysis and data wrangling in Python Combine, group, and aggregate data from multiple sources Create data visualizations with pandas, matplotlib, and seaborn Apply machine learning (ML) algorithms to identify patterns and make predictions Use Python data science libraries to analyze real-world datasets Use pandas to solve common data representation and analysis problems Build Python scripts, modules, and packages for reusable analysis code Who this book is forThis book is for data analysts, data science beginners, and Python developers who want to explore each stage of data analysis and scientific computing using a wide range of datasets. You will also find this book useful if you are a data scientist who is looking to implement pandas in machine learning. Working knowledge of Python programming language will be beneficial.

General

Imprint: Packt Publishing Limited
Country of origin: United Kingdom
Release date: July 2019
Authors: Stefanie Molin
Dimensions: 93 x 75 x 43mm (L x W x H)
Format: Paperback
Pages: 740
ISBN-13: 978-1-78961-532-6
Categories: Books > Computing & IT > General theory of computing > General
Books > Computing & IT > Applications of computing > Databases > Data capture & analysis
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LSN: 1-78961-532-1
Barcode: 9781789615326

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