國立虎尾科技大學 |

Natural language processing on Oracle cloud infrastructure = building transformer-based nlp solutions using oracle ai and hugging face /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Natural language processing on Oracle cloud infrastructure/ by Hicham Assoudi.
其他題名:	building transformer-based nlp solutions using oracle ai and hugging face /
作者:	Assoudi, Hicham.
出版者:	Berkeley, CA :Apress : : 2024.,
面頁冊數:	xx, 402 p. :ill., digital ; : 24 cm.;
Contained By:	Springer Nature eBook
標題:	Natural language processing (Computer science) -
電子資源:	https://doi.org/10.1007/979-8-8688-1073-2
ISBN:	9798868810732

Natural language processing on Oracle cloud infrastructure = building transformer-based nlp solutions using oracle ai and hugging face /
Assoudi, Hicham.

Natural language processing on Oracle cloud infrastructurebuilding transformer-based nlp solutions using oracle ai and hugging face /[electronic resource] :by Hicham Assoudi. - Berkeley, CA :Apress :2024. - xx, 402 p. :ill., digital ;24 cm.

Part 1: Foundations and Case Study Introduction -- Chapter 1: NLP Essentials -- Chapter 2: Oracle Cloud for NLP -- Chapter 3: Healthcare NLP Case Study -- Part2: Case Study Implementation -- Chapter 4: Tenancy Preparation -- Chapter 5: Dataset Preparation -- Chapter 6: Model Fine-tuning -- Part 3: Case Study Deployment and Wrap-Up -- Chapter 7: Model Deployment and Monitoring -- Chapter 8: MLOps and Conclusion.

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.

ISBN: 9798868810732

Standard No.: 10.1007/979-8-8688-1073-2doiSubjects--Topical Terms:

641811
Natural language processing (Computer science)

LC Class. No.: QA76.9.N38

Dewey Class. No.: 006.35

Natural language processing on Oracle cloud infrastructure = building transformer-based nlp solutions using oracle ai and hugging face /
LDR:02895nam a2200325 a 4500 001 1154183
003 DE-He213
005 20241218115430.0
006 m d
007 cr nn 008maaau
008 250619s2024 cau s 0 eng d
020 $a 9798868810732 $q (electronic bk.)
020 $a 9798868810725 $q (paper)
024 7 $a 10.1007/979-8-8688-1073-2 $2 doi
035 $a 979-8-8688-1073-2
040 $a GP $c GP
041 0 $a eng
050 4 $a QA76.9.N38
072 7 $a UYQ $2 bicssc
072 7 $a COM004000 $2 bisacsh
072 7 $a UYQ $2 thema
082 0 4 $a 006.35 $2 23
090 $a QA76.9.N38 $b A849 2024
100 1 $a Assoudi, Hicham. $3 1481855
245 1 0 $a Natural language processing on Oracle cloud infrastructure $h [electronic resource] : $b building transformer-based nlp solutions using oracle ai and hugging face / $c by Hicham Assoudi.
260 $a Berkeley, CA : $b Apress : $b Imprint: Apress, $c 2024.
300 $a xx, 402 p. : $b ill., digital ; $c 24 cm.
505 0 $a Part 1: Foundations and Case Study Introduction -- Chapter 1: NLP Essentials -- Chapter 2: Oracle Cloud for NLP -- Chapter 3: Healthcare NLP Case Study -- Part2: Case Study Implementation -- Chapter 4: Tenancy Preparation -- Chapter 5: Dataset Preparation -- Chapter 6: Model Fine-tuning -- Part 3: Case Study Deployment and Wrap-Up -- Chapter 7: Model Deployment and Monitoring -- Chapter 8: MLOps and Conclusion.
520 $a 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.
650 0 $a Natural language processing (Computer science) $3 641811
650 1 4 $a Artificial Intelligence. $3 646849
650 2 4 $a Machine Learning. $3 1137723
650 2 4 $a Cloud Computing. $3 995022
650 2 4 $a Python. $3 1115944
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
856 4 0 $u https://doi.org/10.1007/979-8-8688-1073-2
950 $a Professional and Applied Computing (SpringerNature-12059)