NLP

generate-synthetic-text-data-with-faker-in-python-dummy-data-generator

Generate Synthetic Text Data with Faker in Python

In this tutorial, I will show some best practice methods to generate synthetic text data in Python, one of them is using a library called Faker. Use of Synthetic Data Synthetic data is most useful to train any real-time machine learning model. There are various types of machine learning models like: Time series, classification, regression, …

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sentence-similarity-using-transformer

Sentence Similarity Matching using Transformer

A few weeks back I wrote a tutorial about document similarity matching using TF-IDF technique. In this tutorial, we will take that to the next level and use a transformer-based algorithm for matching similarity between two sentence or paragraphs, or documents. In recent years, transformer-based models have revolutionized natural language processing (NLP) tasks due to …

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