Posted by Hartmut Neven, VP of Engineering, and Julian Kelly, Director of Quantum Hardware, on behalf of the Google Quantum AI Team Many years from today, scientists will be able to use fault-tolerant quantum computers for large-scale computations with applications across science and industry. These… Read More »Suppressing quantum errors by scaling a surface code logical qubit Google AI Google AI Blog
Posted by John Platt, Distinguished Scientist, Google Research (This is Part 7 in our series of posts covering different topical areas of research at Google. You can find other posts in the series here.) It’s an incredibly exciting time to be a scientist. With the… Read More »Google Research, 2022 & beyond: Natural sciences Google AI Google AI Blog
After you build, train, and evaluate your machine learning (ML) model to ensure it’s solving the intended business problem proposed, you want to deploy that model to enable decision-making in business operations. Models that support business-critical functions are deployed to a production environment where… Read More »MLOps deployment best practices for real-time inference model serving endpoints with Amazon SageMaker Maira Ladeira Tanke AWS Machine Learning Blog
We’re thrilled to announce an expanded collaboration between AWS and Hugging Face to accelerate the training, fine-tuning, and deployment of large language and vision models used to create generative AI applications. Generative AI applications can perform a variety of tasks, including text summarization, answering… Read More »AWS and Hugging Face collaborate to make generative AI more accessible and cost efficient Amazon Web Services AWS Machine Learning Blog
Training a neural network or large deep learning model is a difficult optimization task. The classical algorithm to train neural networks is called stochastic gradient descent. It has been well established that you can achieve increased performance and faster training on some problems by… Read More »Using Learning Rate Schedule in PyTorch Training Adrian Tam MachineLearningMastery.com
In November 2022, we announced that AWS customers can generate images from text with Stable Diffusion models in Amazon SageMaker JumpStart. Stable Diffusion is a deep learning model that allows you to generate realistic, high-quality images and stunning art in just a few seconds.… Read More »Fine-tune text-to-image Stable Diffusion models with Amazon SageMaker JumpStart Vivek Madan AWS Machine Learning Blog
Table of Contents Learning JAX in 2023: Part 1 — The Ultimate Guide to Accelerating Numerical Computation and Machine Learning 🙌🏻 Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? 🤔 What Is JAX? autograd XLA 👀 What Is JAX (revisited)? ⬇️… Read More »Learning JAX in 2023: Part 1 — The Ultimate Guide to Accelerating Numerical Computation and Machine Learning Aritra Roy Gosthipaty and Ritwik Raha PyImageSearch
Dropout is a simple and powerful regularization technique for neural networks and deep learning models. In this post, you will discover the Dropout regularization technique and how to apply it to your models in PyTorch models. After reading this post, you will know: How… Read More »Using Dropout Regularization in PyTorch Models Adrian Tam MachineLearningMastery.com
RAID (redundant array of independent disks) is a way of combining multiple physical disk drives into one logical unit, which can increase performance, redundancy, and capacity depending on the RAID level used. In this blog post, we will discuss the different RAID levels, their… Read More »Understanding the Different Raid Levels: An Introduction Seb Programmathically
Posted by Parker Riley, Software Engineer, and Jan Botha, Research Scientist, Google Research Many languages spoken worldwide cover numerous regional varieties (sometimes called dialects), such as Brazilian and European Portuguese or Mainland and Taiwan Mandarin Chinese. Although such varieties are often mutually intelligible to their… Read More »FRMT: A benchmark for few-shot region-aware machine translation Google AI Google AI Blog