Summary Natural Language Processing in Action is your guide to creating machines that understand human language using the power of Python with its ecosystem of packages dedicated to NLP and AI. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. All examples are included in the open source `nlpia` package on python.org and github.com, complete with a conda environment and Dockerfile to help you get going quickly on any platform. About the Technology Recent advances in deep learning empower applications to understand text and speech with extreme accuracy. The result? Chatbots that can imitate real people, meaningful resume-to-job matches, superb predictive search, and automatically generated document summaries--all at a low cost. New techniques, along with accessible tools like Keras and TensorFlow, make professional-quality NLP easier than ever before. About the Book Natural Language Processing in Action is your guide to building machines that can read and interpret human language. In it, you'll use readily available Python packages to capture the meaning in text and react accordingly. The book expands traditional NLP approaches to include neural networks, modern deep learning algorithms, and generative techniques as you tackle real-world problems like extracting dates and names, composing text, and answering free-form questions. What's insideSome sentences in this book were written by NLP! Can you guess which ones?Working with Keras, TensorFlow, gensim, and scikit-learnRule-based and data-based NLPScalable pipelines About the Reader This book requires a basic understanding of deep learning and intermediate Python skills. About the Authors Hobson Lane, Cole Howard, and Hannes Max Hapke are experienced NLP engineers who use these techniques in production for profit and fun: contributing to social-benefit projects like smart guides for people with blindness and cognitive assistance for those with developmental challenges or suffering from information overload (don't we all?). Table of ContentsPART 1 - WORDY MACHINES Packets of thought (NLP overview)Build your vocabulary (word tokenization)Math with words (TF-IDF vectors)Finding meaning in word counts (semantic analysis) PART 2 - DEEPER LEARNING (NEURAL NETWORKS) Baby steps with neural networks (perceptrons and backpropagation)Reasoning with word vectors (Word2vec)Getting words in order with convolutional neural networks (CNNs)Loopy (recurrent) neural networks (RNNs)Improving retention with long short-term memory networksSequence-to-sequence models and attention PART 3 - GETTING REAL (REAL-WORLD NLP CHALLENGES) Information extraction (named entity extraction and question answering)Getting chatty (dialog engines)Scaling up (optimization, parallelization, and batch processing)
Details e-book Natural Language Processing in Action: Understanding, analyzing, and generating text with Python
🗸 Author(s): Hobson Lane,Hannes Hapke,Cole Howard
🗸 Title: Natural Language Processing in Action: Understanding, analyzing, and generating text with Python
🗸 Rating : 4.3 from 5 stars (108 reviews)
🗸 ISBN-10: 1617294632
🗸 ISBN-13: 9781617294631
🗸 Languange: English
🗸 Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
🗸 Supported Devices: Android, iOS, PC and Amazon Kindle
✓ Read as many eBooks you want!
✓ Secure Scanned. No Virus Detected
✓ Thousands of eBooks to choose from - Hottest new releases
✓ Click it and Read it! - no waiting to read eBooks, it's instant!
✓ Keep reading your favorite eBooks over and over!
✓ It works anywhere in the world!
✓ No late fees or fixed contracts - cancel anytime!
Readers' opinions about Natural Language Processing in Action: Understanding, analyzing, and generating text with Python by Hobson Lane,Hannes Hapke,Cole Howard
Adisson Wright
This thought-provoking work of non-fiction explores the mysteries of the human mind, delving into the complexities of consciousness and perception. Drawing on the latest scientific research, the author sheds light on the inner workings of the brain, offering fascinating insights into what makes us who we are. Engaging and accessible, this book is a must-read for anyone interested in the workings of the human mind.
Lucy Rose
Explore the wonders of the natural world with this captivating exploration of wildlife and ecosystems. From the depths of the ocean to the heights of the mountains, the author takes readers on a journey through some of the planet's most extraordinary habitats. With its stunning photography and fascinating insights, this book is a feast for the eyes and the mind.
Blysse Bond
This captivating novel weaves together history and romance in a sweeping saga of love and loss set against the backdrop of war-torn Europe. As the world is torn apart by conflict, the lives of the protagonists are forever changed by the tumultuous events of the time. With its vivid imagery and poignant storytelling, this book is a moving tribute to the resilience of the human spirit.
