A tutorial on fine-tuning the ModernBERT model for classification tasks to build an efficient LLM router, covering setup, training, and evaluation.
Introducing ModernBERT, a new family of state-of-the-art encoder models designed as a faster, more efficient replacement for the widely-used BERT.
A tutorial on optimizing and deploying a BERT model for low-latency inference using AWS Inferentia2 accelerators and Amazon SageMaker.
A tutorial on fine-tuning a BERT model for text classification using AWS Trainium instances and Hugging Face Transformers.
A guide to using Hugging Face Transformers library with examples for fine-tuning models like BERT and BART for NLP and computer vision tasks.
A tutorial on fine-tuning a BERT model for text classification using Hugging Face Transformers and Google Cloud TPUs with PyTorch.
A tutorial on using Sentence Transformers models with TensorFlow and Keras to create text embeddings for semantic search and similarity tasks.
A tutorial on pre-training a BERT model from scratch using Hugging Face Transformers and Habana Gaudi accelerators on AWS.
Learn to optimize BERT and RoBERTa models for faster GPU inference using DeepSpeed-Inference, reducing latency from 30ms to 10ms.
Explores methods for extending pre-trained language models to process visual information, focusing on four approaches for vision-language tasks.
A tutorial on accelerating BERT model inference using Hugging Face Transformers and AWS Inferentia chips for cost-effective, high-performance deployment.
A guide to deploying autoscaling Hugging Face Transformers (like BERT) on Amazon SageMaker using a Terraform module for real-time and asynchronous inference.
A technical guide on deploying a DistilBERT model to production using Hugging Face Transformers, Amazon SageMaker, and Infrastructure as Code with Terraform.
A tutorial on using task-specific knowledge distillation to compress a BERT model for text classification with Transformers and Amazon SageMaker.
A tutorial on fine-tuning a non-English BERT model using Hugging Face Transformers and Keras for Named Entity Recognition tasks.
Guide to fine-tuning a Hugging Face BERT model for text classification using Amazon SageMaker and the new Training Compiler to accelerate training.
A tutorial on deploying a BERT Question-Answering API using HuggingFace Transformers, AWS Lambda with Docker container support, and the Serverless Framework.
A tutorial on building a serverless question-answering API using BERT, Hugging Face, AWS Lambda, and EFS to overcome dependency and model load limitations.
A tutorial on deploying a BERT question-answering model in a serverless environment using HuggingFace Transformers and AWS Lambda.
A tutorial on building a non-English text classification model using BERT and Simple Transformers, demonstrated with German tweets.
