Natural Language Processing: A Textbook with Python Implementation
暫譯: 自然語言處理：Python 實作的教科書
Lee, Raymond S. T.
相關主題
商品描述
This textbook presents an up-to-date and comprehensive overview of Natural Language Processing (NLP), from basic concepts to core algorithms and key applications. Further, it contains seven step-by-step NLP workshops (total length: 14 hours) offering hands-on practice with essential Python tools like NLTK, spaCy, TensorFlow Kera, Transformer and BERT.
The objective of this book is to provide readers with a fundamental grasp of NLP and its core technologies, and to enable them to build their own NLP applications (e.g. Chatbot systems) using Python-based NLP tools. It is both a textbook and NLP tool-book intended for the following readers: undergraduate students from various disciplines who want to learn NLP; lecturers and tutors who want to teach courses or tutorials for undergraduate/graduate students on NLP and related AI topics; and readers with various backgrounds who want to learn NLP, and more importantly, to build workable NLP applications after completing its 14 hours of Python-based workshops.商品描述(中文翻譯)
這本教科書提供了自然語言處理（Natural Language Processing, NLP）的最新和全面的概述，涵蓋從基本概念到核心演算法和關鍵應用。此外，它包含七個逐步的NLP工作坊（總長度：14小時），提供使用基本的Python工具如NLTK、spaCy、TensorFlow Keras、Transformer和BERT的實作練習。
本書的目標是讓讀者對NLP及其核心技術有基本的理解，並使他們能夠使用基於Python的NLP工具構建自己的NLP應用程式（例如，聊天機器人系統）。這本書既是教科書也是NLP工具書，適合以下讀者：希望學習NLP的各學科本科生；希望教授本科/研究生NLP及相關人工智慧主題課程或輔導的講師和導師；以及希望學習NLP的各種背景讀者，更重要的是，在完成14小時的基於Python的工作坊後，能夠構建可行的NLP應用程式。
作者簡介
Dr. Raymond Lee is the founder of Quantum Finance Forecast System and currently an Associate Professor at United International College (UIC) with 25+ years' experience in AI research and consultancy, Chaotic Neural Networks, NLP, Intelligent Fintech Systems, Quantum Finance, and Intelligent E-Commerce Systems. He has published over 100 publications and authored eight textbooks in the fields of AI, chaotic neural networks, AI-based fintech systems, intelligent agent technology, chaotic cryptosystems, ontological agents, neural oscillators, biometrics, and weather simulation and forecasting systems. Upon completion of the QFFC project, in 2018 he joined United International College (UIC), China to pursue further R&D work on AI-Fintech, and to share his expertise in AI-Fintech, chaotic neural networks and related intelligent systems with fellow students and the community. His two latest textbooks, Quantum Finance: Intelligent Forecast and Trading Systems (2019) and Artificial Intelligence in Daily Life (2020), have been the main textbooks for new AI courses at UIC since 2020
作者簡介(中文翻譯)
雷蒙德·李博士是量子金融預測系統的創始人，目前擔任國際聯合學院（UIC）的副教授，擁有超過25年的人工智慧研究與顧問經驗，專長於混沌神經網絡、自然語言處理（NLP）、智能金融科技系統、量子金融及智能電子商務系統。他已發表超過100篇論文，並在人工智慧、混沌神經網絡、基於人工智慧的金融科技系統、智能代理技術、混沌加密系統、本體代理、神經振盪器、生物識別技術以及氣象模擬與預測系統等領域著作了八本教科書。完成QFFC專案後，他於2018年加入中國的國際聯合學院（UIC），進一步從事人工智慧金融科技的研究與開發工作，並與同學及社區分享他在人工智慧金融科技、混沌神經網絡及相關智能系統方面的專業知識。他的兩本最新教科書《量子金融：智能預測與交易系統》（2019年）和《日常生活中的人工智慧》（2020年）自2020年以來成為UIC新開設人工智慧課程的主要教科書。
