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Machine Learning Articles

#AWS #HuggingFace #BERT #Sagemaker #Serverless

Deploy GPT-J 6B for inference using Hugging Face Transformers and Amazon SageMaker

January 11, 2022 · 9 min read

Learn how to deploy EleutherAIs GPT-J 6B for inference using Hugging Face Transformers and Amazon SageMaker

Image Classification with Hugging Face Transformers and `Keras`

January 04, 2022 · 10 min read

Learn how to fine-tune a Vision Transformer for Image Classification Example using vanilla `Keras`, `Transformers`, `Datasets`.

Workshop: Enterprise-Scale NLP with Hugging Face & Amazon SageMaker

December 29, 2021 · 4 min read

In October and November, we held a workshop series on “Enterprise-Scale NLP with Hugging Face & Amazon SageMaker”. This workshop series consisted out of 3 parts and covers: Getting Started, Going Production & MLOps

Hugging Face Transformers with Keras: Fine-tune a non-English BERT for Named Entity Recognition

December 21, 2021 · 10 min read

Learn how to fine-tune a non-English BERT using Hugging Face Transformers and Keras/TF, Transformers, datasets.

New Serverless Transformers using Amazon SageMaker Serverless Inference and Hugging Face

December 15, 2021 · 9 min read

Learn how to deploy Hugging Face Transformers serverless using the new Amazon SageMaker Serverless Inference.

Hugging Face Transformers BERT fine-tuning using Amazon SageMaker and Training Compiler

December 07, 2021 · 7 min read

Learn how to Compile and fine-tune a Multi-Class Classification Transformers with `Trainer` and `emotion` dataset using Amazon SageMaker Training Compiler.

MLOps: Using the Hugging Face Hub as model registry with Amazon SageMaker

November 16, 2021 · 8 min read

Learn how to automatically save your model weights, logs, and artifacts to the Hugging Face Hub using Amazon SageMaker and how to deploy the model afterwards for inference.

MLOps: End-to-End Hugging Face Transformers with the Hub & SageMaker Pipelines

November 10, 2021 · 9 min read

Learn how to build an End-to-End MLOps Pipeline for Hugging Face Transformers from training to production using Amazon SageMaker.

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