Natural Language Processing in the Real World: Text Processing, Analytics, and Classification
暫譯: 現實世界中的自然語言處理：文本處理、分析與分類
Singh, Jyotika
- 出版商: CRC
- 出版日期: 2023-07-03
- 售價: $2,980
- 貴賓價: 9.5 折 $2,831
- 語言: 英文
- 頁數: 360
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032195339
- ISBN-13: 9781032195339
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商品描述
Natural Language Processing in the Real World is a practical guide for applying data science and machine learning to build Natural Language Processing (NLP) solutions. Where traditional, academic-taught NLP is often accompanied by a data source or dataset to aid solution building, this book is situated in the real world where there may not be an existing rich dataset.
This book covers the basic concepts behind NLP and text processing and discusses the applications across 15 industry verticals. From data sources and extraction to transformation and modelling, and classic Machine Learning to Deep Learning and Transformers, several popular applications of NLP are discussed and implemented.
This book provides a hands-on and holistic guide for anyone looking to build NLP solutions, from students of Computer Science to those involved in large-scale industrial projects.
商品描述(中文翻譯)
《現實世界中的自然語言處理》是一本實用指南，旨在應用數據科學和機器學習來構建自然語言處理（NLP）解決方案。傳統的學術教學中的NLP通常伴隨著數據來源或數據集來輔助解決方案的構建，而本書則位於現實世界中，這裡可能不存在現成的豐富數據集。
本書涵蓋了NLP和文本處理的基本概念，並討論了15個行業領域的應用。從數據來源和提取到轉換和建模，從經典的機器學習到深度學習和變壓器（Transformers），本書討論並實現了幾個流行的NLP應用。
本書為任何希望構建NLP解決方案的人提供了實踐和全面的指南，無論是計算機科學的學生，還是參與大型工業項目的人士。
作者簡介
Jyotika Singh is an accomplished data science expert specializing in Machine Learning and Natural Language Processing (NLP). With a burning passion for sharing knowledge, Jyotika has graced countless stages as a sought-after speaker at prestigious conferences worldwide. Her remarkable aptitude for crafting inventive solutions using NLP and real-world datasets has garnered numerous patents strategically adopted by prestigious tech enterprises. As Director of Data Science at Placemakr and having led the Data Science team at ICX Media, Jyotika's expertise shines through her invaluable contributions to multiple industry verticals generating multi-million dollar revenue using practical application of data science and NLP. Moreover, her research at University of California, Los Angeles (UCLA) has further solidified her profound expertise. Jyotika is revered as the visionary creator of multiple open-source Python libraries, most notably pyAudioProcessing. Beyond her technical accomplishments, Jyotika displays unwavering dedication to promoting diversity in STEM fields, mentoring aspiring talents, and actively engaging in global initiatives. Her exceptional contributions have garnered a multitude of prestigious awards, including her distinction as one of the top 50 Women of Impact in 2023 and her inclusion among the top 100 most influential people in Data 2022 by DataIQ. Additionally, Jyotika has been honored with the Data Science Leadership award in 2022 and the Leadership Excellence in Technology award in 2021, among other noteworthy accolades.
作者簡介(中文翻譯)
Jyotika Singh 是一位成就卓越的數據科學專家，專注於機器學習和自然語言處理（Natural Language Processing, NLP）。她對分享知識的熱情使她成為全球各大知名會議上備受追捧的演講者，曾在無數舞台上發光發熱。Jyotika 在使用 NLP 和現實世界數據集創造創新解決方案方面的卓越才能，為她贏得了多項專利，這些專利被多家知名科技企業戰略性地採用。作為 Placemakr 的數據科學總監，以及曾領導 ICX Media 的數據科學團隊，Jyotika 的專業知識在她對多個行業領域的寶貴貢獻中得以展現，這些貢獻利用數據科學和 NLP 的實際應用創造了數百萬美元的收入。此外，她在加州大學洛杉磯分校（University of California, Los Angeles, UCLA）的研究進一步鞏固了她深厚的專業知識。Jyotika 被尊敬為多個開源 Python 函式庫的創始人，最著名的包括 pyAudioProcessing。除了她的技術成就外，Jyotika 還展現出對促進 STEM 領域多樣性的堅定承諾，指導有志之士，並積極參與全球倡議。她的卓越貢獻贏得了眾多知名獎項，包括 2023 年被評選為 50 位影響力女性之一，以及 2022 年被 DataIQ 評選為數據領域 100 位最具影響力人物之一。此外，Jyotika 還於 2022 年獲得數據科學領導獎，並於 2021 年獲得技術領導卓越獎等其他重要榮譽。
