Natural Language Processing on Oracle Cloud Infrastructure: Building Transformers-Based Nlp Solutions Using Oracle AI and Hugging Face

Assoudi, Hicham

Natural Language Processing on Oracle Cloud Infrastructure: Building Transformers-Based Nlp Solutions Using Oracle AI and Hugging Face
  • 出版商: Apress
  • 出版日期: 2025-01-06
  • 售價: $2,360
  • 貴賓價: 9.5 折 $2,242
  • 語言: 英文
  • 頁數: 420
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9798868810725
  • ISBN-13: 9798868810725
  • 相關分類: Oracle、人工智慧、Text-mining

    • 尚未上市，無法訂購

相關主題

商品描述

This book demonstrates how to use Oracle Cloud Infrastructure (OCI) and Hugging Face technologies to develop advanced NLP solutions. Through a practical case study, it addresses common NLP challenges and offers strategies for creating efficient, cost-effective transformer-based models. By the end of this book, you will have the skills and knowledge to create cutting-edge NLP solutions on OCI, customized to meet the needs of various industries and projects.

The book takes you through the complete NLP solution life cycle--covering data preparation, model fine-tuning, deployment, and monitoring--while highlighting key topics such as cost-effectiveness and responsible AI for NLP implementations. Drawing from real-world experience and offering practical insights, it bridges the gap between theory and practice, equipping you to design and deploy scalable, cost-efficient NLP solutions.

What You Will Learn

  • Master key NLP concepts and the OCI ecosystem
  • Create high-quality datasets using Hugging Face and OCI Data Labeling Service
  • Fine-tune domain-specific pre-trained models from Hugging Face using OCI Data Science Notebook Sessions
  • Deploy and operationalize your models with OCI Data Science Model Deployments
  • Automate the NLP life cycle with OCI Data Science Pipelines
  • Implement cost-effective strategies throughout the entire NLP life cycle, from dataset preparation to model training and deployment

Who This Book Is For

A diverse audience interested in implementing NLP solutions on Oracle Cloud Infrastructure: NLP practitioners, data scientists, and machine learning engineers who want to learn how to leverage Oracle AI and Hugging Face to implement an end-to-end NLP solution life cycle, from data preparation to model deployment; Oracle practitioners who want to expand their Oracle expertise by exploring OCI's advanced capabilities for building and scaling cutting-edge NLP solutions in enterprise environments; business decision makers who want to discover the strategic benefits of NLP solutions on OCI, including cost-effectiveness and responsible AI, while driving business value

商品描述(中文翻譯)

本書展示了如何使用 Oracle Cloud Infrastructure (OCI) 和 Hugging Face 技術來開發先進的自然語言處理 (NLP) 解決方案。透過一個實際案例研究，它針對常見的 NLP 挑戰提供了解決方案，並提出創建高效、具成本效益的基於變壓器的模型的策略。到本書結束時，您將具備在 OCI 上創建尖端 NLP 解決方案的技能和知識，並能根據各行各業和項目的需求進行定制。

本書帶您了解完整的 NLP 解決方案生命週期——涵蓋數據準備、模型微調、部署和監控——同時強調成本效益和負責任的 AI 在 NLP 實施中的重要性。透過真實世界的經驗和實用見解，它彌合了理論與實踐之間的差距，使您能夠設計和部署可擴展、具成本效益的 NLP 解決方案。

您將學到的內容：
- 掌握關鍵的 NLP 概念和 OCI 生態系統
- 使用 Hugging Face 和 OCI Data Labeling Service 創建高質量的數據集
- 使用 OCI Data Science Notebook Sessions 微調來自 Hugging Face 的特定領域預訓練模型
- 使用 OCI Data Science Model Deployments 部署和運營您的模型
- 使用 OCI Data Science Pipelines 自動化 NLP 生命週期
- 在整個 NLP 生命週期中實施具成本效益的策略，從數據集準備到模型訓練和部署

本書適合的讀者：
對在 Oracle Cloud Infrastructure 上實施 NLP 解決方案感興趣的多元讀者：NLP 實踐者、數據科學家和機器學習工程師，想學習如何利用 Oracle AI 和 Hugging Face 實施端到端的 NLP 解決方案生命週期，從數據準備到模型部署；希望通過探索 OCI 的先進能力來擴展其 Oracle 專業知識的 Oracle 實踐者，以在企業環境中構建和擴展尖端 NLP 解決方案；希望發現 NLP 解決方案在 OCI 上的戰略優勢，包括成本效益和負責任的 AI，同時推動商業價值的商業決策者。

作者簡介

Hicham Assoudi is an accomplished IT professional and AI expert with over 30 years of experience, including more than 25 years specializing in Oracle technologies. He holds a PhD in Computer Science and is also an OCI Certified Architect. Hicham has held key roles such as Technology Manager at Oracle and IT Architect at IBM, offering highly specialized technical consulting to major corporations across Canada, the US, and Europe.

Hicham's journey into AI began over a decade ago during his doctoral studies, where he initially focused on intelligent agents and general machine learning. He later specialized in natural language processing (NLP) from the early days of transformer models, positioning him at the forefront of NLP innovation. As the founder of Typica.ai, an AI startup, Hicham applies cutting-edge research to practical NLP solutions, empowering organizations to leverage NLP for significant business impact.

In addition to his industry contributions, Hicham maintains strong ties to academia as an External Research Associate at the AI Lab of UQAM University in Montreal, bridging the gap between academic research and real-world applications.

作者簡介(中文翻譯)

Hicham Assoudi 是一位成就卓越的資訊科技專業人士及人工智慧專家，擁有超過 30 年的經驗，其中超過 25 年專注於 Oracle 技術。他擁有計算機科學博士學位，並且是 OCI 認證架構師。Hicham 曾擔任 Oracle 的技術經理和 IBM 的 IT 架構師，為加拿大、美國和歐洲的主要企業提供高度專業的技術諮詢。

Hicham 進入人工智慧的旅程始於十多年前的博士研究，當時他最初專注於智能代理和一般機器學習。後來，他專注於自然語言處理（NLP），從變壓器模型的早期階段開始，使他站在 NLP 創新的最前沿。作為 AI 初創公司 Typica.ai 的創始人，Hicham 將尖端研究應用於實用的 NLP 解決方案，幫助組織利用 NLP 產生顯著的商業影響。

除了在業界的貢獻外，Hicham 還作為蒙特利爾 UQAM 大學 AI 實驗室的外部研究助理，與學術界保持緊密聯繫，架起學術研究與實際應用之間的橋樑。

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