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Understanding the Power of Transformers: A Guide to Sentence Embeddings in Spark NLP

John Snow Labs

By generating a vector representation of a sentence, these embeddings allow us to compare and measure the similarity between sentences, cluster similar sentences together, and perform a wide range of other NLP tasks. In this article, we will discuss using state-of-the-art transformer-based models for this task. setCaseSensitive(True).setMaxSentenceLength(512)

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Unlocking the Power of Sentiment Analysis with Deep Learning

John Snow Labs

Spark NLP’s deep learning models have achieved state-of-the-art results on sentiment analysis tasks, thanks to their ability to automatically learn features and representations from raw text data. Deep learning models can automatically learn features and representations from raw text data, making them well-suited for sentiment analysis tasks.

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Growth Engineering at Netflix?—?Automated Imagery Generation

Netflix Tech

Ensure the titles are appropriate for a broad audience, which means all titles need to be tagged with metadata. Asset Storage We refer to asset storage and management simply as asset management. We felt it would be beneficial to create a separate microservice for asset management for 2 reasons.

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The Best Web 2.0 Software of 2006

Dion Hinchcliffe's Web 2.0 Blog

The overall trend: We have begun moving all our software, data, and even our social activities onto the Web en masse and the demand for high-quality online sites and applications that support this shift in primary focus from the PC to the Internet is there in vast numbers (there are now 1 billion users on the Web today).

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The Best Web 2.0 Software of 2006

Dion Hinchcliffe's Web 2.0 Blog

The overall trend: We have begun moving all our software, data, and even our social activities onto the Web en masse and the demand for high-quality online sites and applications that support this shift in primary focus from the PC to the Internet is there in vast numbers (there are now 1 billion users on the Web today).

article thumbnail

The Best Web 2.0 Software of 2006

Dion Hinchcliffe's Web 2.0 Blog

The overall trend: We have begun moving all our software, data, and even our social activities onto the Web en masse and the demand for high-quality online sites and applications that support this shift in primary focus from the PC to the Internet is there in vast numbers (there are now 1 billion users on the Web today).