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Python for Natural Language Processing Programming with NumPy, Scikit-learn, Keras, and PyTorch, 3rd Edition - Pierre M. Nugues 2024 PDF | EPUB Springer BOOKS
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Python for Natural Language Processing Programming with NumPy, Scikit-learn, Keras, and PyTorch, 3rd Edition
Author: Pierre M. Nugues
Year: 2024
Pages: 536
Format: PDF | EPUB
File size: 30.2 MB
Language: ENG



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Python for Natural Language Processing Programming with NumPy Scikitlearn Keras and PyTorch 3rd Edition In today's fast-paced world, technology is evolving at an unprecedented rate, and it is crucial to stay up-to-date with the latest advancements in the field of natural language processing (NLP) to remain relevant. This comprehensive guide provides you with the skills and knowledge necessary to master Python programming for NLP using NumPy, Scikit-learn, Keras, and PyTorch. With this book, you will learn how to develop practical applications that can help you analyze and understand vast amounts of text data, making you a valuable asset to any organization or company. The third edition of this bestselling book has been thoroughly updated to cover the latest developments in NLP, including deep learning techniques and their applications. You will discover how to use cutting-edge tools and technologies such as TensorFlow, Keras, and PyTorch to build sophisticated NLP models that can perform tasks such as sentiment analysis, text classification, and topic modeling. The book also covers advanced topics such as word embeddings, sequence-to-sequence models, and attention mechanisms, giving you a deeper understanding of the subject matter.
Python for Natural Language Processing Programming with NumPy Scikitlearn Keras and PyTorch 3rd Edition В современном быстро развивающемся мире технологии развиваются с беспрецедентной скоростью, и крайне важно оставаться в курсе последних достижений в области обработки естественного языка (NLP), чтобы оставаться актуальным Это всеобъемлющее руководство предоставляет вам навыки и знания, необходимые для освоения программирования на Python для NLP с использованием NumPy, Scikit-learn, Keras и PyTorch. Из этой книги вы узнаете, как разрабатывать практические приложения, которые помогут вам анализировать и понимать огромные объемы текстовых данных, что сделает вас ценным ресурсом для любой организации или компании. Третье издание этого бестселлера было тщательно обновлено, чтобы охватить последние разработки в области НЛП, включая методы глубокого обучения и их применения. Вы узнаете, как использовать передовые инструменты и технологии, такие как TensorFlow, Keras и PyTorch, для создания сложных моделей NLP, которые могут выполнять такие задачи, как анализ настроений, классификация текста и моделирование тем. Книга также охватывает такие продвинутые темы, как встраивание слов, модели «последовательность-последовательность» и механизмы внимания, давая более глубокое понимание предмета.
Python for Natural Language Processing Programming with NumPy Scikitlearn Keras and PyTorch 3rd Edition Dans le monde en évolution rapide d'aujourd'hui, les technologies évoluent à un rythme sans précédent et il est essentiel de rester au courant des dernières avancées en matière de traitement du langage naturel (NLP) pour rester à jour Ce guide complet vous fournit les compétences et les connaissances nécessaires pour maîtriser la programmation en Python pour NLP en utilisant NumPy, Scikit-learn, Keras et PyTorch. À partir de ce livre, vous apprendrez à développer des applications pratiques qui vous aideront à analyser et à comprendre d'énormes quantités de données textuelles, ce qui fera de vous une ressource précieuse pour toute organisation ou entreprise. La troisième édition de ce best-seller a été soigneusement mise à jour pour couvrir les derniers développements dans le domaine de la PNL, y compris les techniques d'apprentissage profond et leurs applications. Vous apprendrez à utiliser des outils et des technologies de pointe tels que TensorFlow, Keras et PyTorch pour créer des modèles NLP complexes qui peuvent effectuer des tâches telles que l'analyse des humeurs, la classification du texte et la modélisation des thèmes. livre aborde également des sujets avancés tels que l'intégration des mots, les modèles de séquence-séquence et les mécanismes d'attention, ce qui permet de mieux comprendre le sujet.
Python for Natural Language Processing Programming with NumPy Scikitlearn Keras and PyTorch 3rd Edition En un mundo en rápida evolución, la tecnología evoluciona a una velocidad sin precedentes y es fundamental mantenerse estar al tanto de los últimos avances en el tratamiento del lenguaje natural. (NLP) para mantenerse actualizado Esta guía integral le proporciona las habilidades y conocimientos necesarios para dominar la programación en Python para NLP utilizando NumPy, Scikit-learn, Keras y PyTorch. A partir de este libro aprenderás a desarrollar aplicaciones prácticas que te ayuden a analizar y entender enormes cantidades de datos de texto, lo que te convertirá en un recurso valioso para cualquier organización o empresa. La tercera edición de este best seller ha sido cuidadosamente actualizada para abarcar los últimos desarrollos en el campo de la PNL, incluyendo técnicas de aprendizaje profundo y sus aplicaciones. Aprenderá a utilizar herramientas y tecnologías avanzadas como TensorFlow, Keras y PyTorch para crear modelos NLP complejos que puedan realizar tareas como análisis de estado de ánimo, clasificación de texto y modelado de temas. libro también cubre temas avanzados como la incrustación de palabras, modelos de secuencia-secuencia y mecanismos de atención, dando una comprensión más profunda del tema.
Python for Naturale Language Processing Progressing with NumPy Scikitlearn Keras and PyTorch 3rd Edition In un mondo in continua evoluzione, la tecnologia si sviluppa ad una velocità senza precedenti ed è fondamentale rimanere aggiornata sui recenti progressi nella gestione del linguaggio naturale (NLP) per rimanere aggiornato Questa guida completa vi fornisce le competenze e le conoscenze necessarie per imparare la programmazione su Python per NLP utilizzando NumPy, Scikit-learn, Keras e PyTorch. Da questo libro saprai come sviluppare applicazioni pratiche che ti aiuteranno ad analizzare e comprendere enormi quantità di dati testuali, rendendoti una risorsa preziosa per qualsiasi organizzazione o azienda. La terza edizione di questo best seller è stato attentamente aggiornato per coprire gli ultimi sviluppi nel campo della NDL, compresi i metodi di formazione approfondita e la loro applicazione. Saprai come utilizzare strumenti e tecnologie avanzati come TensorFlow, Keras e PyTorch per creare modelli NLP complessi in grado di eseguire attività quali analisi dell'umore, classificazione del testo e modellazione dei temi. Il libro affronta anche argomenti avanzati come l'incorporazione delle parole, i modelli sequenza-sequenza e i meccanismi di attenzione, fornendo una maggiore comprensione dell'oggetto.
Python for Natural Language Processing Programming with NumPy Scikitlearn Keras and PyTorch 3rd Edition In der heutigen schnelllebigen Welt entwickelt sich die Technologie mit beispielloser Geschwindigkeit und es ist entscheidend, über die neuesten Fortschritte in der Verarbeitung natürlicher Sprache auf dem Laufenden zu bleiben (NLP), um relevant zu bleiben Dieser umfassende itfaden vermittelt Ihnen die Fähigkeiten und Kenntnisse, die e benötigen, um Python-Programmierung für NLP mit NumPy, Scikit-learn, Keras und PyTorch zu beherrschen. In diesem Buch erfahren e, wie e praktische Anwendungen entwickeln, die Ihnen helfen, riesige Mengen an Textdaten zu analysieren und zu verstehen, was e zu einer wertvollen Ressource für jede Organisation oder jedes Unternehmen macht. Die dritte Ausgabe dieses Bestsellers wurde gründlich aktualisiert, um die neuesten Entwicklungen im NLP-Bereich abzudecken, einschließlich Deep-arning-Techniken und deren Anwendungen. e lernen, fortschrittliche Tools und Technologien wie TensorFlow, Keras und PyTorch zu verwenden, um komplexe NLP-Modelle zu erstellen, die Aufgaben wie Sentimentanalyse, Textklassifizierung und Themenmodellierung ausführen können. Das Buch behandelt auch fortgeschrittene Themen wie Worteinbettung, Sequenz-Sequenz-Modelle und Aufmerksamkeitsmechanismen, die ein tieferes Verständnis des Themas vermitteln.
Python for Natural Language Programming Programming עם Numpy Scikitlearn Karas ו-PyTorch 3 Edition Technology מתפתחת בקצב חסר תקדים בעולם המהיר של היום, וזה קריטי להישאר על גבי ההתקדמות האחרונה בעיבוד שפה טבעית (NLP) כדי להישאר רלוונטי מדריך מקיף זה מספק לך את המיומנויות והידע שאתה צריך כדי לשלוט בתכנות פייתון עבור NLP באמצעות NumPy, Scikit-arch, Kras, PyTorch. בספר הזה, תלמדו איך לפתח יישומים מעשיים שעוזרים לכם לנתח ולהבין כמויות עצומות של נתוני טקסט, המהדורה השלישית של רב המכר עודכנה בהרחבה כדי לסקר את ההתפתחויות האחרונות ב-NLP, כולל טכניקות למידה עמוקה ויישומיהם. תלמדו איך להשתמש בכלים וטכנולוגיות מתקדמות כמו TensorFlow, Kras, ו-PyTorch כדי ליצור מודלים מורכבים של NLP הספר עוסק גם בנושאים מתקדמים כגון הטמעת מילים, מודלים של רצף לרצף, ומנגנוני קשב, המעניקים הבנה עמוקה יותר של הנושא.''
NumPy Scikitlearn Keras ve PyTorch 3rd Edition Teknolojisi ile Doğal Dil İşleme Programlama için Python, günümüzün hızlı dünyasında benzeri görülmemiş bir hızla gelişiyor ve doğal dil işlemedeki en son gelişmelerin üstünde kalmak kritik önem taşıyor İlgili kalmak için (NLP) Bu kapsamlı kılavuz, NumPy, Scikit-learn, Keras ve PyTorch kullanarak NLP için Python programlamasında ustalaşmanız için gereken bilgi ve becerileri sağlar. Bu kitapta, çok miktarda metin verisini analiz etmenize ve anlamanıza yardımcı olacak pratik uygulamaların nasıl geliştirileceğini öğreneceksiniz, bu da sizi herhangi bir kuruluş veya şirket için değerli bir kaynak haline getirecektir. Bu en çok satanların üçüncü baskısı, derin öğrenme teknikleri ve uygulamaları da dahil olmak üzere NLP'deki en son gelişmeleri kapsayacak şekilde kapsamlı bir şekilde güncellenmiştir. Duygu analizi, metin sınıflandırma ve tema modelleme gibi görevleri yerine getirebilen karmaşık NLP modelleri oluşturmak için TensorFlow, Keras ve PyTorch gibi gelişmiş araçları ve teknolojileri nasıl kullanacağınızı öğreneceksiniz. Kitap aynı zamanda kelime gömme, sıra-sıra modelleri ve dikkat mekanizmaları gibi gelişmiş konuları da kapsamakta ve konuyu daha iyi anlamaktadır.
Python for Natural Language Programming with NumPy Scikitlearn Keras و PyTorch 3rd Edition تتطور التكنولوجيا بمعدل غير مسبوق في عالم اليوم سريع الخطى، ومن الأهمية بمكان البقاء على رأس أحدث التطورات في معالجة اللغة الطبيعية (NLP) للبقاء على صلة. يوفر لك هذا الدليل الشامل المهارات والمعرفة التي تحتاجها لإتقان برمجة Python لـ NLP باستخدام NumPy و Scikit-learn و Keras و PyTorch. في هذا الكتاب، ستتعلم كيفية تطوير تطبيقات عملية تساعدك على تحليل وفهم كميات هائلة من البيانات النصية، مما يجعلك مصدرًا قيمًا لأي مؤسسة أو شركة. تم تحديث الإصدار الثالث من هذا الكتاب الأكثر مبيعًا على نطاق واسع لتغطية أحدث التطورات في NLP، بما في ذلك تقنيات التعلم العميق وتطبيقاتها. ستتعلم كيفية استخدام الأدوات والتقنيات المتقدمة مثل TensorFlow و Keras و PyTorch لإنشاء نماذج NLP معقدة يمكنها أداء مهام مثل تحليل المشاعر وتصنيف النصوص ونمذجة الموضوع. يغطي الكتاب أيضًا مواضيع متقدمة مثل تضمين الكلمات ونماذج التسلسل إلى التسلسل وآليات الانتباه، مما يعطي فهمًا أعمق للموضوع.
Python for Natural Language Processing Programming with NumPy Scikitlearn Keras and PyTorch 3rd Edition在當今快速發展的世界中,技術以前所未有的速度發展,必須跟上自然語言處理的最新進展 (NLP)為了保持相關性這本全面的指南為您提供了使用NumPy、Scikit-learn、Keras和PyTorch掌握用於NLP的Python編程所需的技能和知識。從本書中,您將了解如何開發實用應用程序,以幫助您分析和理解大量文本數據,從而為任何組織或公司提供寶貴的資源。這本暢銷書的第三版經過了徹底的更新,以涵蓋NLP領域的最新發展,包括深度學習技術及其應用。您將了解如何使用TensorFlow、Keras和PyTorch等先進工具和技術來創建復雜的NLP模型,這些模型可以執行情緒分析、文本分類和主題建模等任務。該書還涵蓋了高級主題,例如單詞嵌入,序列順序模型和註意機制,從而可以更好地理解該主題。

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