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Python Data Analysis

You're reading from   Python Data Analysis Perform data collection, data processing, wrangling, visualization, and model building using Python

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Product type Paperback
Published in Feb 2021
Publisher Packt
ISBN-13 9781789955248
Length 478 pages
Edition 3rd Edition
Languages
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Authors (2):
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Ivan Idris Ivan Idris
Author Profile Icon Ivan Idris
Ivan Idris
Avinash Navlani Avinash Navlani
Author Profile Icon Avinash Navlani
Avinash Navlani
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Toc

Table of Contents (20) Chapters Close

Preface 1. Section 1: Foundation for Data Analysis
2. Getting Started with Python Libraries FREE CHAPTER 3. NumPy and pandas 4. Statistics 5. Linear Algebra 6. Section 2: Exploratory Data Analysis and Data Cleaning
7. Data Visualization 8. Retrieving, Processing, and Storing Data 9. Cleaning Messy Data 10. Signal Processing and Time Series 11. Section 3: Deep Dive into Machine Learning
12. Supervised Learning - Regression Analysis 13. Supervised Learning - Classification Techniques 14. Unsupervised Learning - PCA and Clustering 15. Section 4: NLP, Image Analytics, and Parallel Computing
16. Analyzing Textual Data 17. Analyzing Image Data 18. Parallel Computing Using Dask 19. Other Books You May Enjoy
Analyzing Image Data

We are in the age of information, where every movement will generate data in a variety of formats, such as text, images, geospatial data, and videos. Smartphones have reached rural areas of the world and people are capturing activities, especially in images and videos, and sharing them on social media platforms. This is how lots of big chunks of data are generated and most of the data is in image and video formats. Industry and research institutes want to analyze image and video datasets to generate value and make automated solutions to reduce costs. Image processing and computer vision are fields that explore and develop image- and video-based solutions. There are lots of opportunities for research, innovation, and start-ups in the area of computer vision. In this chapter, we focus on the basics of image processing to build your fundamental knowledge in the...

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