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Matrix factorization In Natural Language Processing, matrix factorization techniques are employed for feature extraction, dimensionality reduction, and the discovery of latent structure in textual...

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An Introduction To Latent Semantic Analysis LSA In NLP

An Introduction To Latent Semantic Analysis Latent Semantic Analysis (LSA), sometimes known as LSI, is a Natural Language Processing approach used in text categorization and...

Bidirectional LSTM vs LSTM Key Differences Explained

This article gives an Overview of Bidirectional LSTM vs LSTM , What is BiLSTM, Architecture, advantages and so on. One kind of recurrent neural network...

What Is Mean By NLP With LSTM, Applications & Types?

NLP With LSTM Recurrent neural network (RNN) architectures include LSTMs. They were designed to tackle the vanishing gradient problem, which makes it hard for simple...

Attention Mechanism Types, Applications, And Challenges

Attention Mechanism Neural network models employ an attention mechanism to enable the model to concentrate on pertinent segments of the input sequence when producing output...

Ontology Example in NLP, Types, Functions And Applications

A beginner-friendly guide to ontology in NLP, including Ontology example in NLP, types, core functions, and its use in AI and natural language systems. Ontology...

What Is Masked Language Modelling & Next Sentence Prediction

Masked Language Modelling (MLM) MLM is a technique in which the model is asked to predict the original, masked tokens after a subset of the...

What Are The T5 Applications And How Does It Work?

Let us discuss the Text-to-Text Transfer Transformer, T5 Applications, Architecture, and How It works. A well-known language model architecture called T5 (Text-to-Text Transfer Transformer) was...

What Are The RNN NLP Examples And It’s Architecture?

This article gives an overview of RNN NLP Examples, Types, Applications and so on. Recurrent Neural Networks A basic type of neural network designs, Recurrent Neural...

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