The MLOps Blog

FEBRUARY 27, 2023

You would address it in a completely different way, depending on what’s the problem. 2 The more interesting ones are the ones that don’t have the data science teams, or sometimes they don’t even have software developers in the way that they are companies that live in the 21st century. It was data management.

Computer Vision 52

Computer Vision Auto-classification Auto-complete ML 52

AWS Machine Learning Blog

JUNE 13, 2023

In this post, we demonstrate how to deploy Falcon for applications like language understanding and automated writing assistance using large model inference deep learning containers on SageMaker. SageMaker large model inference (LMI) deep learning containers (DLCs) can help. code_falcon40b_deepspeed/model.py

Auto-complete 72

Auto-complete Deep Learning LLM Software Engineer 72

AWS Machine Learning Blog

MAY 31, 2023

In late 2022, AWS announced the general availability of Amazon EC2 Trn1 instances powered by AWS Trainium accelerators, which are purpose built for high-performance deep learning training. We use the Neuron SDK to run deep learning workloads on AWS Inferentia and Trainium-based instances. Choose Create repository.

Machine Learning 77

Machine Learning Auto-complete ML Deep Learning 77

AWS Machine Learning Blog

OCTOBER 11, 2023

The decode phase includes the following: Completion – After the prefill phase, you have a partially generated text that may be incomplete or cut off at some point. The decode phase is responsible for completing the text to make it coherent and grammatically correct. The default is 32.

Auto-complete 95

Auto-complete LLM Deep Learning Machine Learning 95

AWS Machine Learning Blog

MAY 4, 2023

You can use ml.trn1 and ml.inf2 compatible AWS Deep Learning Containers (DLCs) for PyTorch, TensorFlow, Hugging Face, and large model inference (LMI) to easily get started. For the full list with versions, see Available Deep Learning Containers Images. These endpoints are fully managed and support auto scaling.

Generative AI 76

Generative AI Deep Learning Machine Learning Python 76

AWS Machine Learning Blog

APRIL 17, 2023

However, as the size and complexity of the deep learning models that power generative AI continue to grow, deployment can be a challenging task. Then, we highlight how Amazon SageMaker large model inference deep learning containers (LMI DLCs) can help with optimization and deployment.

Prompt Engineer 78

Prompt Engineer Prompt Engineering Deep Learning Large Language Models 78

AWS Machine Learning Blog

JANUARY 17, 2024

Llama 2 is an auto-regressive generative text language model that uses an optimized transformer architecture. Trainium and AWS Inferentia, enabled by the AWS Neuron software development kit (SDK), offer a high-performance, and cost effective option for training and inference of Llama 2 models. train_and_test_dataset["train"].to_json("train.jsonl")

Auto-complete 102

Auto-complete Python Deep Learning Machine Learning 102

AWS Machine Learning Blog

NOVEMBER 30, 2023

Because FM outputs could range from a single sentence to multiple paragraphs, the time it takes to complete the inference request varies significantly, leading to unpredictable spikes in latency if the requests are routed randomly between instances. In this post, we show you the new capabilities of IC-based SageMaker endpoints.

Auto-complete 86

Auto-complete Machine Learning ML Computer Vision 86

AWS Machine Learning Blog

JUNE 5, 2023

Today, as part of Amazon Web Services’ partnership with Hugging Face, we are excited to announce the release of a new Hugging Face Deep Learning Container (DLC) for inference with Large Language Models (LLMs). You can find our complete example notebook here. Qing Lan is a Software Development Engineer in AWS.

LLM 76

LLM Large Language Models Deep Learning Auto-complete 76

AWS Machine Learning Blog

FEBRUARY 19, 2024

As a result, an initial invocation to a model might see higher inference latency than the subsequent inferences, which are completed with low latency. To take advantage of automated model scaling in SageMaker, make sure you have instance auto scaling set up to provision additional instance capacity.

ML 93

ML Auto-complete Deep Learning Software Engineer 93

Flipboard

APRIL 13, 2023

Prime Air (our drones) and the computer vision technology in Amazon Go (our physical retail experience that lets consumers select items off a shelf and leave the store without having to formally check out) use deep learning. This is a giant leap forward in developer productivity, and we believe this is only the beginning.

Generative AI 182

Generative AI ML AI AI 182