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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
Oracle Cloud for NLP
Healthcare NLP Case Study
Part II: Case Study Implementation
Tenancy Preparation
Dataset Preparation
Model Fine-Tuning
Part III: Case Study Deployment and Wrap-Up...
Model Deployment and Monitoring
MLOps and Conclusion