AWS Machine Learning Blog

Category: Intermediate (200)

Create a data labeling project with Amazon SageMaker Ground Truth Plus

Amazon SageMaker Ground Truth is a powerful data labeling service offered by AWS that provides a comprehensive and scalable platform for labeling various types of data, including text, images, videos, and 3D point clouds, using a diverse workforce of human annotators. In addition to traditional custom-tailored deep learning models, SageMaker Ground Truth also supports generative […]

Efficient Pre-training of Llama 3-like model architectures using torchtitan on Amazon SageMaker

Efficient Pre-training of Llama 3-like model architectures using torchtitan on Amazon SageMaker

In this post, we collaborate with the team working on PyTorch at Meta to showcase how the torchtitan library accelerates and simplifies the pre-training of Meta Llama 3-like model architectures. We showcase the key features and capabilities of torchtitan such as FSDP2, torch.compile integration, and FP8 support that optimize the training efficiency.

Implement model-independent safety measures with Amazon Bedrock Guardrails

Implement model-independent safety measures with Amazon Bedrock Guardrails

In this post, we discuss how you can use the ApplyGuardrail API in common generative AI architectures such as third-party or self-hosted large language models (LLMs), or in a self-managed Retrieval Augmented Generation (RAG) architecture.

Achieve operational excellence with well-architected generative AI solutions using Amazon Bedrock

Achieve operational excellence with well-architected generative AI solutions using Amazon Bedrock

In this post, we discuss scaling up generative AI for different lines of businesses (LOBs) and address the challenges that come around legal, compliance, operational complexities, data privacy and security.

Improve employee productivity using generative AI with Amazon Bedrock

Improve employee productivity using generative AI with Amazon Bedrock

In this post, we show you the Employee Productivity GenAI Assistant Example, a solution built on AWS technologies like Amazon Bedrock, to automate writing tasks and enhance employee productivity.