{"product_id":"hands-on-question-answering-systems-with-bert-applications-in-neural-networks-and-natural-language-processing-von-amit-agrawal-navin-sabharwal","title":"Hands-on Question Answering Systems with BERT","description":"Get hands-on knowledge of how BERT (Bidirectional Encoder Representations from Transformers) can be used to develop question answering (QA) systems by using natural language processing (NLP) and deep learning.\n\nThe book begins with an overview of the technology landscape behind BERT. It takes you through the basics of NLP, including natural language understanding with tokenization, stemming, and lemmatization, and bag of words. Next, you’ll look at neural networks for NLP starting with its variants such as recurrent neural networks, encoders and decoders, bi-directional encoders and decoders, and transformer models. Along the way, you’ll cover word embedding and their types along with the basics of BERT. \n\nAfter this solid foundation, you’ll be ready to take a deep dive into BERT algorithms such as masked language models and next sentence prediction. You’ll see different BERT variations followed by a hands-on example of a question answering system. \n\nHands-on Question Answering Systems with BERT is a good starting point for developers and data scientists who want to develop and design NLP systems using BERT. It provides step-by-step guidance for using BERT.\n\nWhat You Will Learn\n\n  Examine the fundamentals of word      embeddings  Apply neural networks and BERT      for various NLP tasks  Develop a question-answering system      from scratch  Train question-answering systems      for your own data  Who This Book Is For\n\nAI and machine learning developers and natural language processing developers.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781484266632\"\u003e\u003ch3\u003eApplications in Neural Networks and Natural Language Processing\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781484266632","offer_id":39417166692445,"sku":"9781484266632","price":48.14,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/7713d229-7638-4165-b065-ff9c3ab4725c.jpg?v=1775276228","url":"https:\/\/shop.autorenwelt.de\/en\/products\/hands-on-question-answering-systems-with-bert-applications-in-neural-networks-and-natural-language-processing-von-amit-agrawal-navin-sabharwal","provider":"Autorenwelt Shop","version":"1.0","type":"link"}