Archives for language modelling

19 Nov

Datasets for Language Modelling in NLP using TensorFlow and PyTorch

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image-17745

In recent times, Language Modelling has gained momentum in the field of Natural Language Processing. So, it is essential for us to think of new models and strategies for quicker and better preparation of language models. Nonetheless, because of the complexity of language, we have to deal with some of the problems in the dataset. With an increase in the size of the dataset, there is an increase in the normal number of times a word shows up in that dataset.

The post Datasets for Language Modelling in NLP using TensorFlow and PyTorch appeared first on Analytics India Magazine.

03 Nov

Complete Guide on Language Modelling: Unigram Using Python

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image-17288

Language modelling is the speciality of deciding the likelihood of a succession of words. These are useful in many different Natural Language Processing applications like Machine translator, Speech recognition, Optical character recognition and many more.In recent times language models depend on neural networks, they anticipate precisely a word in a sentence dependent on encompassing words. However, in this project, we will discuss the most classic of language models: the n-gram models.

The post Complete Guide on Language Modelling: Unigram Using Python appeared first on Analytics India Magazine.

24 Feb

Facebook Explains How Nearest Neighbour Search Is An Effective Approach For Language Modelling In The Long Tail

With an aim to break down language barriers across the globe for everyone to understand and communicate with anyone, the researchers at Facebook AI Research (FAIR) work on complex problems to deploy robust language translation solutions. It spans the topics such as deep learning, natural language processing, text normalisation, word sense disambiguation and much more.  …

The post Facebook Explains How Nearest Neighbour Search Is An Effective Approach For Language Modelling In The Long Tail appeared first on Analytics India Magazine.