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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_5

5. Dataset Preparation

Hicham Assoudi¹

(1)

Montreal, QC, Canada

This chapter highlights the importance of creating high-quality yet cost-effective training datasets.¹ It also elucidates the curating of a dataset for NLP downstream tasks and explains the influence of high-quality annotations on the model’s training effectiveness.

This chapter provides a comprehensive guide on preparing a training dataset for NLP tasks, such as Healthcare Named Entity Recognition (NER), utilizing publicly available and open-for-use community-curated datasets from Hugging ...

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