کتاب های موجود در دسته بندی پردازش زبان طبیعی

Computational approaches to morphology and syntax
Published on: 2007
Beginner Natural Language Processing English

Morphology Syntax Computational Linguistics Algorithms
Spoken Language Processing
Published on: 2009
Beginner Natural Language Processing English

Speech processing addresses various scientific and technological areas. It includes speech analysis and variable rate coding, in order to store …

speech language processing technology recognition
Statistical Language Models for Information Retrieval - A Critical Review
Published on:
Beginner Natural Language Processing English

Из серии Foundations and Trends in Information Retrieval издательства NOWPress, 2009, -77 pp.Statistical language models have recently been successfully applied …

Language Models Information Retrieval Statistical Methods Review Evaluation
The Logic of Categorial Grammars: A Deductive Account of Natural Language Syntax and Semantics
Published on: 2012
Beginner Natural Language Processing English

This book is intended for students in computer science, formal linguistics, mathematical logic and to colleagues interested in categorial grammars …

Syntax Semantics Categorial Deductive Linguistics
Corpus Linguistics: An Introduction
Published on: 2008
Beginner Natural Language Processing English

corpus linguistics analysis methodology data
Sentiment Analysis and Opinion Mining
Published on: 2012
Beginner Natural Language Processing English

Sentiment analysis and opinion mining is the field of study that analyzes people's opinions, sentiments, evaluations, attitudes, and emotions from …

Sentiment Opinion Analysis Mining Text
Applied Logic: How, What and Why: Logical Approaches to Natural Language
Published on: 1995
Beginner Natural Language Processing English

A selection of papers presented at the international conference `Applied Logic: Logic at Work', held in Amsterdam in December 1992. …

logic linguistics reasoning semantics philosophy
Text as Data: A New Framework for Machine Learning and the Social Sciences
Published on: 2022
Beginner Natural Language Processing English

Over the last decade, text as data methods have exploded in popularity in the social sciences, digital humanities, and industry. …

Machine Learning Social Sciences Text Analysis Data Framework Research
Logic & Natural Language: On Plural Reference and Its Semantic and Logical Significance
Published on: 2004
Beginner Natural Language Processing English

Frege's invention of the predicate calculus has been the most influential event in the history of modern logic. The calculus’ …

Logic Language Semantics Plurality Reference
Hands-On Machine Learning for Algorithmic Trading
Published on: 2018
Beginner Natural Language Processing English

Explainable Artificial Intelligence in Medical Decision Support Systems
Published on: 2023
Beginner Natural Language Processing English

Medical decision support systems (MDSS) are computer-based programs that analyse data within a patient's healthcare records to provide questions, prompts, …

AI Explainability Medical Decision Systems
The development of the C language
Published on: 1993
Beginner Natural Language Processing English

Programming History Unix Kernighan Ritchie
Kids' Slips: What Young Children's Slips of the Tongue Reveal About Language Development
Published on: 2004
Beginner Natural Language Processing English

Jaeger (linguistics, U. of Buffalo, The State U. of New York) presents the first developmental linguistics research volume documenting how …

language development children slips cognition
Text Mining and Analysis: Practical Methods, Examples, and Case Studies Using SAS
Published on: 2014
Beginner Natural Language Processing English

Big data: It's unstructured, it's coming at you fast, and there's lots of it. In fact, the majority of big …

text mining analysis SAS methods case studies
Semi-Supervised Learning
Published on: 2006
Beginner Natural Language Processing English

A comprehensive review of an area of machine learning that deals with the use of unlabeled data in classification problems: …

machine learning classification algorithms unlabeled data semi-supervision
Semi-Supervised Learning and Domain Adaptation in Natural Language Processing
Published on: 2013
Beginner Natural Language Processing English

This book introduces basic supervised learning algorithms applicable to natural language processing (NLP) and shows how the performance of these …

Semi-Supervised Domain Adaptation NLP Machine Learning Algorithms
Knowledge Graphs for eXplainable Artificial Intelligence: Foundations, Applications and Challenges (Studies on the Semantic Web)
Published on: 2020
Beginner Natural Language Processing English

The latest advances in Artificial Intelligence and (deep) Machine Learning in particular revealed a major drawback of modern intelligent systems, …

Knowledge Graphs eXplainable AI Semantic Web Foundations Applications
Linguistic Fundamentals for Natural Language Processing
Published on: 2013
Beginner Natural Language Processing English

Syntax Semantics Morphology Parsing NLP
Explainable Artificial Intelligence (XAI) in Manufacturing: Methodology, Tools, and Applications
Published on: 2023
Beginner Natural Language Processing English

This book provides a comprehensive overview of the latest developments in Explainable AI (XAI) and its applications in manufacturing. It …

XAI Manufacturing Methodology Tools Applications
Pattern Recognition and Machine Learning
Published on: 2006
Beginner Natural Language Processing English

The dramatic growth in practical applications for machine learning over the last ten years has been accompanied by many important …

Bayesian Inference Algorithms Classification Neural
Advances in Multilingual and Multimodal Information Retrieval: 8th Workshop of the Cross-Language Evaluation Forum, CLEF 2007, Budapest, Hungary, September 19-21, 2007, Revised Selected Papers
Published on: 2008
Beginner Natural Language Processing English

This book constitutes the thoroughly refereed proceedings of the 8th Workshop of the Cross-Language Evaluation Forum, CLEF 2007, held in …

Multilingual Multimodal Information Retrieval Cross-Language CLEF
Cross-Language Information Retrieval
Published on: 1998
Beginner Natural Language Processing English

Most of the papers in this volume were first presented at the Workshop on Cross-Linguistic Information Retrieval that was held …

Multilingual Retrieval Search Translation Indexing
Neural Networks for Pattern Recognition
Published on: 2005
Beginner Natural Language Processing English

Neural Networks Pattern Recognition Machine Learning Data Analysis Algorithms
Languages and Machines: An Introduction to the Theory of Computer Science
Published on: 2007
Beginner Natural Language Processing English

INDIAN EDITION

Computation Automata Grammar Algorithms Complexity
Information Retrieval Systems: Theory and Implementation
Published on: 1997
Beginner Natural Language Processing English

The growth of the Internet and the availability of enormous volumes of data in digital form has necessitated intense interest …

Information Retrieval Systems Theory Implementation
Formal Approaches and Natural Language in Medieval Logic: Proceedings of the XIXth European Symposium of Medieval Logic and Semantics, Geneva, 12-16 June 2012
Published on: 2017
Beginner Natural Language Processing English

The late medieval period is widely acknowledged as one of the most salient moments of the history of logic and …

Medieval Logic Semantics Formal Language
From Discourse to Logic: Introduction to Modeltheoretic Semantics of Natural Language, Formal Logic and Discourse Representation Theory
Published on: 1993
Beginner Natural Language Processing English

Preface This book is about semantics and logic. More specifically, it is about the semantics and logic of natural language; …

semantics logic discourse representation model-theory
Hands-On Natural Language Processing with Python
Published on: 2018
Beginner Natural Language Processing English

NLP Python MachineLearning DeepLearning TextProcessing
Conversational AI Dialogue Systems Conversational Agents and Chatbots
Published on: 2020
Beginner Natural Language Processing English

AI Chatbots Dialogue Conversational Agents
The definitive guide to conversational AI with Dialogflow and Google Cloud : build advanced enterprise chatbots, voice, and telephony agents on Google Cloud
Published on: 2021
Beginner Natural Language Processing English

Dialogflow Conversational AI Google Cloud Chatbots Telephony
Conversational AI for Natural Human-Centric Interaction: 12th International Workshop on Spoken Dialogue System Technology, IWSDS 2021, Singapore
Published on: 2022
Beginner Natural Language Processing English

This book includes peer-reviewed articles from the 12th International Workshop on Spoken Dialogue System Technology, IWSDS 2021, Singapore. Nowadays, dialogue …

ConversationalAI Human-Centric DialogueSystems IWSDS2021 Interaction
Conversational AI: Chatbots that work
Published on: 2021
Beginner Natural Language Processing English

Design, develop, and deploy human-like AI solutions that chat with your customers, solve their problems, and streamline your support services. …

chatbots conversational AI technology design
Natural Language Annotation for Machine Learning
Published on: 2012
Beginner Natural Language Processing English

Create your own natural language training corpus for machine learning. Whether you’re working with English, Chinese, or any other natural …

annotation machine learning NLP data labeling corpus
Building Chatbots with Python: Using Natural Language Processing and Machine Learning
Published on: 2019
Beginner Natural Language Processing English

Build your own chatbot using Python and open source tools. This book begins with an introduction to chatbots where you …

Chatbots Python NLP Machine Learning Development
Learning Deep Architectures for AI
Published on: 2009
Beginner Natural Language Processing English

Can machine learning deliver AI? Theoretical results, inspiration from the brain and cognition, as well as machine learning experiments suggest …

Deep Learning Neural Networks Unsupervised Feature Learning AI Models
Spoken Language Processing: A Guide to Theory, Algorithm and System Development
Published on: 2001
Beginner Natural Language Processing English

Offers coverage of new advances in spoken language processing in computer science, drawing on the most recent discoveries in computer …

speech language algorithms systems processing
Noise Reduction in Speech Applications (Electrical Engineering & Applied Signal Processing Series)
Published on: 2002
Beginner Natural Language Processing English

Noise and distortion that degrade the quality of speech signals can come from any number of sources. The technology and …

Speech Noise Reduction Signal Processing
Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised, and Unsupervised Learning
Published on: 2005
Beginner Natural Language Processing English

"Kernel Based Algorithms for Mining Huge Data Sets" is the first book treating the fields of supervised, semi-supervised and unsupervised …

Kernel Algorithms Data Learning Mining
Continual Semi-Supervised Learning: First International Workshop, CSSL 2021, Virtual Event, August 19–20, 2021, Revised Selected Papers (Lecture Notes in Artificial Intelligence)
Published on: 2022
Beginner Natural Language Processing English

This book constitutes the proceedings of the First International Workshop on Continual Semi-Supervised Learning, CSSL 2021, which took place as …

Continual Learning Semi-Supervised Artificial Intelligence Machine Learning CSSL 2021
Natural Language Processing with Python Cookbook
Published on: 2017
Beginner Natural Language Processing English

NLP Python cookbook machine learning text processing

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پردازش زبان طبیعی

پردازش زبان طبیعی (NLP) یکی از زیرشاخه‌های مهم و پرکاربرد در حوزه علوم کامپیوتر و هوش مصنوعی است که به مطالعه و توسعه الگوریتم‌ها و مدل‌هایی می‌پردازد که به ‌صورت خودکار قادر به تحلیل، فهم و تولید زبان انسانی هستند.

مقدمه‌ای بر پردازش زبان طبیعی

پردازش زبان طبیعی، به ماشین‌ها این امکان را می‌دهد تا زبان انسان را به شکل‌هایی که قابل تحلیل توسط کامپیوتر باشد تبدیل کنند. این شاخه علمی، نقش حیاتی در بهبود تعاملات انسان و ماشین‌ها بازی می‌کند و دستاوردهای آن در تکنولوژی‌های روزمره‌ای مانند دستیارهای صوتی، اپلیکیشن‌های ترجمه زبان و حتی چت‌بات‌ها قابل مشاهده است.

کاربردها و اهمیت پردازش زبان طبیعی

پردازش زبان طبیعی دارای کاربردهای وسیعی است که از جمله می‌توان به ترجمه ماشینی، تحلیل احساسات، تبدیل گفتار به متن، تولید خودکار متن و استخراج اطلاعات اشاره کرد. این قابلیت‌ها به بهبود خدمات اینترنتی، بهینه‌سازی فرآیندهای پشتیبانی مشتری و ارائه تحلیل‌های عمیق از داده‌های زبان‌محور کمک شایانی می‌کنند. علاوه بر این، در حوزه‌های مختلفی مانند پزشکی، حقوق، و آموزش نیز مورد استفاده قرار می‌گیرد و می‌تواند مشکلات پیچیده‌ای را با دقت و سرعت بالا حل کند.

چالش‌های پردازش زبان طبیعی

با وجود پیشرفت‌های چشمگیر در زمینه پردازش زبان طبیعی، چالش‌های متعددی همچنان وجود دارند. زبان‌های انسانی به‌طور طبیعی دارای ابهامات، نمادگرایی و پیچیدگی‌های فرهنگی هستند که تفسیر و فهم درست آنها را برای ماشین‌ها دشوار می‌کنند. همچنین موضوعاتی مانند انگلیسی‌زبان محوری و نیاز به داده‌های بزرگ و پیچیده برای آموزش مدل‌های زبان نیز از دیگر چالش‌ها محسوب می‌شوند.

فناوری‌های نوین در پردازش زبان طبیعی

فناوری‌های جدیدی مانند یادگیری عمیق و شبکه‌های عصبی مصنوعی، تقویت قابل توجهی به قابلیت‌های پردازش زبان طبیعی بخشیده‌اند. مدل‌های زبانی بزرگ مانند BERT و GPT نقش مهمی در پیشرفت این حوزه ایفا کرده‌اند و امکان درک عمیق‌تر و تولید متن‌های پیچیده‌تری را فراهم نموده‌اند. این فناوری‌ها به الگوریتم‌های NLP قدرت بیشتری برای تجزیه و تحلیل دقیق‌تر و قابل‌فهم‌تر داده‌های زبان محور می‌دهند.

آینده پردازش زبان طبیعی

آینده پردازش زبان طبیعی بسیار روشن و امیدوارکننده به نظر می‌رسد. با ادامه بهبود و توسعه مدل‌های زبانی و پیشرفت در پیاده‌سازی سیستم‌های هوشمند، انتظار می‌رود که تعاملات انسان و ماشین به سطحی از پیچیدگی و دقت برسند که تا کنون تجربه نشده‌اند. این پیشرفت‌ها نه تنها قابلیت‌های هوش مصنوعی را افزایش می‌دهند، بلکه به صنایع مختلف کمک می‌کنند تا خدمات بهتری ارائه دهند و فرآیندهای خود را بهینه‌سازی کنند.

نتیجه‌گیری

پردازش زبان طبیعی، یکی از جذاب‌ترین و پویا‌ترین شاخه‌های هوش مصنوعی و علوم کامپیوتری است که با استفاده از ترکیب یادگیری ماشین، زبان‌شناسی و مدل‌های آماری، به ماشین‌ها این توانایی را می‌دهد تا با زبان انسان تعامل مستقیم داشته باشند. این حیطه تحقیقاتی به سرعت در حال پیشرفت است و هر روزه دستاوردهای بیشتری در زمینه شناخت و تولید زبان طبیعی ثبت می‌شود. با توجه به رشد سریع فناوری و نیاز روزافزون به هوش مصنوعی در زندگی روزمره، مطالعه و به‌کارگیری پردازش زبان طبیعی نقشی کلیدی در شکل‌دهی به آینده تعاملات انسانی و ماشینی ایفا می‌کند.