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Python Web Scraping

You're reading from   Python Web Scraping Hands-on data scraping and crawling using PyQT, Selnium, HTML and Python

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Product type Paperback
Published in May 2017
Publisher
ISBN-13 9781786462589
Length 220 pages
Edition 2nd Edition
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Author (1):
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Katharine Jarmul Katharine Jarmul
Author Profile Icon Katharine Jarmul
Katharine Jarmul
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CAPTCHAs and machine learning

With advances in deep learning and image recognition, computers are getting better at properly identifying text and objects in images. There have been several interesting papers and projects applying these deep learning image recognition methods to CAPTCHAs. One Python-based project (https://github.com/arunpatala/captcha) uses PyTorch to train a solver model on a large dataset of CAPTCHAs. In June 2012, Claudia Cruz, Fernando Uceda, and Leobardo Reyes (a group of students from Mexico) published a paper with an 82% solving accuracy on reCAPTCHA images (http://dl.acm.org/citation.cfm?id=2367894). There have been several other research and hacking attempts, especially those targeting the often-included audio components of the CAPTCHA images (which are included for accessibility purposes).

It's unlikely that you'll need more than your OCR or API-based CAPTCHA-service to solve...

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