Python data analysis: perform data collection, data processing, wrangling visualization, and model building using Python

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Data analysis enables one to generate value from small and big data by discovering new patterns and trends. Python is a popular tool for analyzing a wide variety of data. This books instructs how to get up and running with using Python for data analysis by exploring the different phases and methodologies used in data analysis and learning how to use modern libraries from the Python ecosystem to create efficient data pipelines.

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Title Statements

Full title :Python data analysis : perform data collection, data processing, wrangling visualization, and model building using Python / Avinash Navlani, Armando Fandango, Ivan Idris.

Summary

Edition Statements

Publication Date:©2021
Edition:Third edition

Publication Statements

Publisher(s):Packt Publishing
Place of Publication:Birmingham
Language:eng
Publication Date:©2021

The Physical Object

Description:1 online resource (viii, 478 pages ): : illustrations.

Edition Identifiers

ISBN:9781789953459, 1789953456
oclc:on1306471072
LC Classification:QA76.73.P98
Dewey Decimal:005.133

Getting started with Python Libraries -- NumPy and pandas -- Statistics -- Linear algebra -- Data visualization -- Retrieving, processing and storing data -- Cleaning messy data -- Signal processing and time series -- Supervised learning-Regression analysis -- Supervised learning-classification techniques -- Unspervised learning-PCA and clustering -- Analyzing textual data -- Analyzing image data -- Parallel computing using Dask.