Python Data Analysis Perform data collection data processing 3rd Edition by Avinash Navlani, Armando Fandango, Ivan Idris ISBN 1789955246 978-1789955248

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Product details:

ISBN 10: 1789955246
ISBN 13: 978-1789955248
Author: Avinash Navlani, Armando Fandango, Ivan Idris

Data analysis enables you to generate value from small and big data by discovering new patterns and trends, and Python is one of the most popular tools for analyzing a wide variety of data. With this book, you’ll get up and running 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.

Starting with the essential statistical and data analysis fundamentals using Python, you’ll perform complex data analysis and modeling, data manipulation, data cleaning, and data visualization using easy-to-follow examples. You’ll then understand how to conduct time series analysis and signal processing using ARMA models. As you advance, you’ll get to grips with smart processing and data analytics using machine learning algorithms such as regression, classification, Principal Component Analysis (PCA), and clustering. In the concluding chapters, you’ll work on real-world examples to analyze textual and image data using natural language processing (NLP) and image analytics techniques, respectively. Finally, the book will demonstrate parallel computing using Dask.

By the end of this data analysis book, you’ll be equipped with the skills you need to prepare data for analysis and create meaningful data visualizations for forecasting values from data.

Python Data Analysis Perform data collection data processing 3rd Table of contents:

Section 1: Foundation for Data Analysis

Section 2: Exploratory Data Analysis and Data Cleaning

Section 3: Deep Dive into Machine Learning

Section 4: NLP, Image Analytics, and Parallel Computing

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Tags: Avinash Navlani, Armando Fandango, Ivan Idris, Python Data, data processing