Tim Holtz

Advanced Natural Language Processing with TensorFlow 2 : Build Effective...

Description: One-stop solution for NLP practitioners, ML developers and data scientists to build effective NLP systems that can perform real-world complicated tasksKey FeaturesImplement deep learning algorithms such as BiLSTMS, CRFs, and many more using TensorFlow 2Explore classical NLP techniques and libraries including parts-of-speech tagging and tokenizationLearn practical applications of NLP covering the forefronts of the field like sentiment analysis and generating textBook DescriptionIn the last couple of years, there have been tremendous advances in natural language processing, and we are now moving from research labs into practical applications. Advanced Natural Language Processing comes with a perfect blend of both the theoretical and practical aspects of trending and complex NLP techniques.This book is focused on innovative applications in the field of NLP, language generation, and dialogue systems. It goes into the details of applying the concepts of text pre-processing using techniques such as tokenization, parts of speech tagging, and lemmatization using popular libraries such as Stanford NLP and SpaCy. Named Entity Recognition (NER), a cornerstone of task-oriented bots, is built from scratch using Conditional Random Fields and Viterbi Decoding on top of RNNs.Taking a practical and application-focused perspective, the book covers key emerging areas such as generating text for use in sentence completion and text summarization, bridging images and text by generating captions for images, and managing dialogue aspects of chatbot design. It also covers one of the most important reasons behind recent advances in NLP - applying transfer learning and fine-tuning using TensorFlow 2.Further, it covers practical techniques that can simplify the labelling of textual data which otherwise proves to be a costly affair. The book also has a working code for each tech piece so that you can adapt them to your use cases.By the end of this TensorFlow book, you will have an advanced knowledge of the tools, techniques and deep learning architecture used to solve complex NLP problems.What You Will LearnGrasp important pre-steps in building NLP applications like POS taggingDeal with vast amounts of unlabeled and small labelled Datasets in NLPUse transfer and weakly supervised learning using libraries like SnorkelPerform sentiment analysis using BERTApply encoder-decoder NN architectures and beam search for summarizing textUse transformer models with attention to bring images and text togetherBuild applications that generate captions and answer questions about imagesUse advanced TensorFlow techniques like learning rate annealing, custom layers, and custom loss functions to build the latest deep NLP modelsWho this book is forThis is not an introductory book and assumes the reader is familiar with basics of NLP and has fundamental Python skills, as well as basic knowledge of machine learning and undergraduate-level calculus and linear algebra.The readers who can benefit the most from this book include: Intermediate ML developers who are familiar with the basics of supervised learning and deep learning techniquesProfessionals who already use TensorFlow/Python for purposes such as data science, ML, research, and analysis

Price: 25 USD

Location: Rosharon, Texas

End Time: 2024-11-02T14:13:25.000Z

Shipping Cost: 5.38 USD

Product Images

Advanced Natural Language Processing with TensorFlow 2 : Build Effective...

Item Specifics

Restocking Fee: No

Return shipping will be paid by: Buyer

All returns accepted: Returns Accepted

Item must be returned within: 30 Days

Refund will be given as: Money Back

Number of Pages: 380 Pages

Language: English

Publication Name: Advanced Natural Language Processing with TensorFlow 2 : Build Effective Real-World NLP Applications Using NER, RNNs, Seq2seq Models, Transformers, and More

Publisher: Packt Publishing, The Limited

Publication Year: 2021

Subject: Natural Language Processing, Neural Networks, General, Data Processing

Type: Textbook

Subject Area: Mathematics, Computers

Item Length: 3.6 in

Author: Ashish Bansal

Item Width: 3 in

Format: Trade Paperback

Recommended

Uricel Advanced Uric Acid Support Supplement Natural Liquid Formula New Sealed
Uricel Advanced Uric Acid Support Supplement Natural Liquid Formula New Sealed

$44.00

View Details
3-Pack Advanced Memory Formula - Best Natural Brain Supplement - 180 Capsules
3-Pack Advanced Memory Formula - Best Natural Brain Supplement - 180 Capsules

$79.99

View Details
Advanced Gray Away Natural Catalase Enhancer 60 Capsules Hair Color Restore
Advanced Gray Away Natural Catalase Enhancer 60 Capsules Hair Color Restore

$15.59

View Details
Natural Factors Biosil Advanced Collagen Generator 120 Capsules Exp 12/2025
Natural Factors Biosil Advanced Collagen Generator 120 Capsules Exp 12/2025

$35.99

View Details
Source Naturals Wellness Formula Advanced Daily Immune Support 120 Caps
Source Naturals Wellness Formula Advanced Daily Immune Support 120 Caps

$16.95

View Details
Enzymedica Papaya Gold, Advanced Natural Enzyme Formula, 120 Tablets
Enzymedica Papaya Gold, Advanced Natural Enzyme Formula, 120 Tablets

$33.74

View Details
Nature's Bounty Hair, Skin and Nails Advanced 230 Gummies EXP 02/2026
Nature's Bounty Hair, Skin and Nails Advanced 230 Gummies EXP 02/2026

$22.99

View Details
Natural Skin10 Care: Advanced Cleanser for Acne, Psoriasis, Blackheads Amazing!
Natural Skin10 Care: Advanced Cleanser for Acne, Psoriasis, Blackheads Amazing!

$17.95

View Details
Nature's Bounty Hair, Skin and Nails Advanced, 230 Gummies  Exp 06/25
Nature's Bounty Hair, Skin and Nails Advanced, 230 Gummies Exp 06/25

$25.99

View Details
Global Healing Paratrex II - Advanced Detox Cleanse - 2 Fl Oz
Global Healing Paratrex II - Advanced Detox Cleanse - 2 Fl Oz

$39.95

View Details