Natural Language Processing on Oracle Cloud Infrastructure (eBook)

Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face

Hicham Assoudi (Autor)

eBook Download: PDF

2024 | First Edition
XX, 402 Seiten
Apress (Verlag)
979-8-8688-1073-2 (ISBN)

Infos

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

Produkt-Details

• Erscheint lt. Verlag: 18.12.2024
• Zusatzinfo: XX, 402 p. 190 illus.
• Sprache: englisch
• Themenwelt: Mathematik / Informatik ► Informatik ► Datenbanken
• Themenwelt: Mathematik / Informatik ► Informatik ► Programmiersprachen / -werkzeuge
• Themenwelt: Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
• Themenwelt: Mathematik / Informatik ► Mathematik ► Statistik
• Schlagworte: Artificial Intelligence • -BERT • Deep learning • -HuggingFace • machine learning • Natural Language Processing • Oracle Cloud Infrastructure • -Python • -PyTorch • Transformers
• ISBN-13: 979-8-8688-1073-2 / 9798868810732