Книга Natural Language Processing Projects. 1st Ed. Akshay Kulkarni, Adarsha Shivananda (english)

Книга Natural Language Processing Projects. 1st Ed. Akshay Kulkarni, Adarsha Shivananda (english)

Цена: 1000 грн.

Автор: Akshay Kulkarni, Adarsha Shivananda
Издательство: Apress
Язык: Английский
Год издания: 2022
Формат: 254 х 178 х 18 мм
Количество страниц: 317

В наличии

Артикул: 9781484273852 Категории: , Product ID: 59615

Leverage machine learning and deep learning techniques to build fully-fledged natural language processing (NLP) projects. Projects throughout this book grow in complexity and showcase methodologies, optimizing tips, and tricks to solve various business problems. You will use modern Python libraries and algorithms to build end-to-end NLP projects.

The book starts with an overview of natural language processing (NLP) and artificial intelligence to provide a quick refresher on algorithms. Next, it covers end-to-end NLP projects beginning with traditional algorithms and projects such as customer review sentiment and emotion detection, topic modeling, and document clustering. From there, it delves into e-commerce related projects such as product categorization using the description of the product, a search engine to retrieve the relevant content, and a content-based recommendation system to enhance user experience. Moving forward, it explains how to build systems to find similar sentences using contextual embedding, summarizing huge documents using recurrent neural networks (RNN), automatic word suggestion using long short-term memory networks (LSTM), and how to build a chatbot using transfer learning. It concludes with an exploration of next-generation AI and algorithms in the research space.

By the end of this book, you will have the knowledge needed to solve various business problems using NLP techniques.
You will:

Implement full-fledged intelligent NLP applications with Python
Translate real-world business problem on text data with NLP techniques
Leverage machine learning and deep learning techniques to perform smart language processing
Gain hands-on experience implementing end-to-end search engine information retrieval, text summarization, chatbots, text generation, document clustering and product classification, and more

Вес 0.64 kg
Габариты 254 × 178 × 18 mm
Автор

Adarsha Shivananda, Akshay Kulkarni

Видавництво

Apress

Мова

Рік видання

2022

Кількість сторінок

317

Ілюстрації

Черно-белые

Формат

254 х 178 х 18 мм

Папір

офсетная

ISBN

9781484273852

Штрихкод

9781484273852

Палітурка

мягкий