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2- Fine Tuning DistilBERT for NER Tagging using HuggingFace | NLP Hugging Face Project Tutorial

Автор: KGP Talkie

Загружено: 2023-08-20

Просмотров: 23792

Описание:

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In this tutorial, we will learn how to fine-tune DistilBERT for named entity recognition (NER) tagging. NER tagging is the task of identifying named entities in a text, such as people, organizations, and locations. DistilBERT is a small, fast, and efficient Transformer model that can be fine-tuned for a variety of NLP tasks, including NER tagging.

The tutorial will cover the following steps:
Preparing the data for training
Loading the DistilBERT model
Fine-tuning the DistilBERT model
Evaluating the fine-tuned model

The tutorial will use the CoNLLPP dataset for NER tagging. This dataset contains a set of sentences with their corresponding named entities. The tutorial will also use the HuggingFace Transformers library to fine-tune the DistilBERT model.

This tutorial is for beginners who want to learn how to fine-tune DistilBERT for NER tagging. No prior knowledge of NLP or Transformers is required.

Here are some of the things you will learn in this tutorial:
How to prepare data for NER tagging
How to load a pre-trained Transformer model
How to fine-tune a Transformer model
How to evaluate a fine-tuned Transformer model

I hope you find this tutorial helpful!
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2- Fine Tuning DistilBERT for NER Tagging using HuggingFace | NLP Hugging Face Project Tutorial

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