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Reduce inference time for BERT models using neural architecture search and SageMaker Automated Model Tuning

AWS Machine Learning Blog

In this post, we demonstrate how to use neural architecture search (NAS) based structural pruning to compress a fine-tuned BERT model to improve model performance and reduce inference times. First, we use an Amazon SageMaker Studio notebook to fine-tune a pre-trained BERT model on a target task using a domain-specific dataset.

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NLP News Cypher | 08.23.20

Towards AI

Photo by adrianna geo on Unsplash NATURAL LANGUAGE PROCESSING (NLP) WEEKLY NEWSLETTER NLP News Cypher | 08.23.20 If you haven’t heard, we released the NLP Model Forge ? NLP Model Forge So… the NLP Model Forge, a collection of 1,400 NLP code snippets that you can seamlessly select to run inference in Colab!

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NLP News Cypher | 08.09.20

Towards AI

Photo by Kunal Shinde on Unsplash NATURAL LANGUAGE PROCESSING (NLP) WEEKLY NEWSLETTER NLP News Cypher | 08.09.20 What is the state of NLP? Where are those commonsense reasoning demos? For an overview of some tasks, see NLP Progress or our XTREME benchmark. Forge Where are we? Where are those graphs?

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BERT models: Google’s NLP for the enterprise

Snorkel AI

While large language models (LLMs) have claimed the spotlight since the debut of ChatGPT, BERT language models have quietly handled most enterprise natural language tasks in production. Additionally, while the data and code needed to train some of the latest generation of models is still closed-source, open source variants of BERT abound.

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Top Artificial Intelligence AI Courses from Google

Marktechpost

Google plays a crucial role in advancing AI by developing cutting-edge technologies and tools like TensorFlow, Vertex AI, and BERT. Natural Language Processing on Google Cloud This course introduces Google Cloud products and solutions for solving NLP problems.

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Top 6 NLP Language Models Transforming AI In 2023

Topbots

We’ll start with a seminal BERT model from 2018 and finish with this year’s latest breakthroughs like LLaMA by Meta AI and GPT-4 by OpenAI. BERT by Google Summary In 2018, the Google AI team introduced a new cutting-edge model for Natural Language Processing (NLP) – BERT , or B idirectional E ncoder R epresentations from T ransformers.

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BERT models: Google’s NLP for the enterprise

Snorkel AI

While large language models (LLMs) have claimed the spotlight since the debut of ChatGPT, BERT language models have quietly handled most enterprise natural language tasks in production. Additionally, while the data and code needed to train some of the latest generation of models is still closed-source, open source variants of BERT abound.

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