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

Name: Natural Language Processing on Oracle Cloud Infrastructure: Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face
Author: Hicham Assoudi
ISBN: 9798868810732

by Hicham Assoudi

December 2024

Intermediate to advanced

410 pages

8h 22m

English

Apress

Content preview from Natural Language Processing on Oracle Cloud Infrastructure: Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face

H. AssoudiNatural Language Processing on Oracle Cloud Infrastructurehttps://doi.org/10.1007/979-8-8688-1073-2_8

8. MLOps and Conclusion

Hicham Assoudi¹

(1)

Montreal, QC, Canada

In this chapter, we conclude the case study by first exploring how MLOps can be implemented using Data Science Pipelines, focusing on its significance in enhancing the efficiency and effectiveness of NLP workflows.

We will then revisit the development of our Healthcare Named Entity Recognition (NER) model, reflecting on each key step—from dataset preparation to fine-tuning pretrained models and, finally, the deployment and monitoring of the fine-tuned model.

By synthesizing these experiences, ...

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