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Natural Language Processing - Probability Models in Python

Natural Language Processing - Probability Models in Python

By : The Lazy Programmer
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Natural Language Processing - Probability Models in Python

Natural Language Processing - Probability Models in Python

By: The Lazy Programmer

Overview of this book

This course offers an in-depth exploration of Natural Language Processing (NLP) using Python, starting with Markov models. You’ll learn the Markov property, then build a text classifier, applying probability smoothing and log-probabilities to improve your models. These foundational concepts will help you gain confidence in using Python for NLP tasks. The course then shifts to article spinning, where you’ll apply the N-gram approach to generate content. You’ll develop an article spinner in Python, while also analyzing the challenges and ethical considerations of automated content creation. This section emphasizes practical coding and real-world application. The final section tackles cipher decryption, where you’ll use genetic algorithms to crack codes. By working through real-world case studies, including the acoustic keylogger example, you’ll see how NLP and machine learning techniques are applied in fields like cybersecurity. By the end of the course, you’ll have the skills to tackle complex NLP tasks with Python in various domains.
Table of Contents (4 chapters)
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Chapter: 4
Cipher Decryption
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Natural Language Processing - Probability Models in Python
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