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- Python Natural Language Processing. Advanced machine learning and deep learning techniques for natural language processing
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Python Natural Language Processing. Advanced machine learning and deep learning techniques for natural language processing
Ebook
This book starts off by laying the foundation for Natural Language Processing and why Python is one of the best options to build an NLP-based expert system with advantages such as Community support, availability of frameworks and so on. Later it gives you a better understanding of available free forms of corpus and different types of dataset. After this, you will know how to choose a dataset for natural language processing applications and find the right NLP techniques to process sentences in datasets and understand their structure. You will also learn how to tokenize different parts of sentences and ways to analyze them.
During the course of the book, you will explore the semantic as well as syntactic analysis of text. You will understand how to solve various ambiguities in processing human language and will come across various scenarios while performing text analysis.
You will learn the very basics of getting the environment ready for natural language processing, move on to the initial setup, and then quickly understand sentences and language parts. You will learn the power of Machine Learning and Deep Learning to extract information from text data.
By the end of the book, you will have a clear understanding of natural language processing and will have worked on multiple examples that implement NLP in the real world.
During the course of the book, you will explore the semantic as well as syntactic analysis of text. You will understand how to solve various ambiguities in processing human language and will come across various scenarios while performing text analysis.
You will learn the very basics of getting the environment ready for natural language processing, move on to the initial setup, and then quickly understand sentences and language parts. You will learn the power of Machine Learning and Deep Learning to extract information from text data.
By the end of the book, you will have a clear understanding of natural language processing and will have worked on multiple examples that implement NLP in the real world.
- 1. Introduction
- 2. Practical understanding of corpus and data set
- 3. Understanding Structure of Sentences
- 4. Preprocessing
- 5. Feature Engineering and NLP Algorithms
- 6. Advance Feature Engineering and NLP Algorithms
- 7. Rule-Based System for NLP
- 8. Machine Learning for NLP Problems
- 9. Deep Learning for NLU and NLG Problems
- 10. Appendix A
- 11. Appendix B
- 12. Appendix C
- Title: Python Natural Language Processing. Advanced machine learning and deep learning techniques for natural language processing
- Author: Jalaj Thanaki
- Original title: Python Natural Language Processing. Advanced machine learning and deep learning techniques for natural language processing
- ISBN: 9781787285521, 9781787285521
- Date of issue: 2017-07-31
- Format: Ebook
- Item ID: e_15ng
- Publisher: Packt Publishing