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NLP Rise with Transformer Models | A Comprehensive Analysis of T5, BERT, and GPT

Unite.AI

Natural Language Processing (NLP) has experienced some of the most impactful breakthroughs in recent years, primarily due to the the transformer architecture. The introduction of word embeddings, most notably Word2Vec, was a pivotal moment in NLP. One-hot encoding is a prime example of this limitation.

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Comprehensive Guide to BERT

Analytics Vidhya

A Quick Recap of Transformers in NLP A transformer has rapidly become the dominant […]. The post Comprehensive Guide to BERT appeared first on Analytics Vidhya. Any guesses how? Yes, you got it! It’s the beauty of Natural Language Processing’s Transformers.

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Transfer Learning for NLP: Fine-Tuning BERT for Text Classification

Analytics Vidhya

The post Transfer Learning for NLP: Fine-Tuning BERT for Text Classification appeared first on Analytics Vidhya. Introduction With the advancement in deep learning, neural network architectures like recurrent neural networks (RNN and LSTM) and convolutional neural networks (CNN) have shown.

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Why and how to use BERT for NLP Text Classification?

Analytics Vidhya

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction NLP or Natural Language Processing is an exponentially growing field. The post Why and how to use BERT for NLP Text Classification? appeared first on Analytics Vidhya.

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Exploring the Use of LLMs and BERT for Language Tasks

Analytics Vidhya

Introduction In the rapidly evolving landscape of artificial intelligence, especially in NLP, large language models (LLMs) have swiftly transformed interactions with technology. This article explores […] The post Exploring the Use of LLMs and BERT for Language Tasks appeared first on Analytics Vidhya.

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Text Classification using BERT and TensorFlow

Analytics Vidhya

This article was published as a part of the Data Science Blogathon Introduction In 2018, a powerful Transformer-based machine learning model, namely, BERT was developed by Jacob Devlin and his colleagues from Google for NLP applications. The post Text Classification using BERT and TensorFlow appeared first on Analytics Vidhya.

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Demystifying BERT: A Comprehensive Guide to the Groundbreaking NLP Framework

Analytics Vidhya

Overview Google’s BERT has transformed the Natural Language Processing (NLP) landscape Learn what BERT is, how it works, the seismic impact it has made, The post Demystifying BERT: A Comprehensive Guide to the Groundbreaking NLP Framework appeared first on Analytics Vidhya.

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