AWS Machine Learning Blog

This post is written in collaboration with DevFactory, an AWS Select Technology Partner. DevFactory is an enterprise SaaS-focused company that is responsible for innovation, development, and operation of over 120 enterprise products. DevFactory also offers DevGraph, an integrated suite of software development tools built on AWS. Amazon CodeGuru is an automated code review service that […]

TensorBoard is an open source toolkit for TensorFlow users that allows you to visualize a wide range of useful information about your model, from model graphs; to loss, accuracy, or custom metrics; to embedding projections, images, and histograms of weights and biases. This post demonstrates how to use TensorBoard with Amazon SageMaker training jobs, write […]

Amazon Lex is a service for building conversational interfaces into any application using voice and text. To build truly engaging conversational experiences, you need high quality speech recognition and natural language understanding that understands the intent of the customer accurately. We are excited to announce that Amazon Lex now supports Australian English. With Australian English, […]

September 2024: This post was reviewed and updated for accuracy. In 1993, the Portable Document Format or the PDF was born and released to the world. Since then, companies across various industries have been creating, scanning, and storing large volumes of documents in this digital format. These documents and the content within them are vital […]

Amazon Polly turns text into lifelike speech, allowing you to create voice-enabled applications. We’re excited to announce the general availability of all Neural Text-to-Speech (NTTS) voices in Asia Pacific (Singapore), Asia Pacific (Tokyo), EU (Frankfurt), and EU (London) Regions. You can now synthesize over 14 NTTS voices in these Regions, including the Newscaster and Conversational […]

Amazon Translate is a neural machine translation service that delivers fast, high-quality, and affordable language translation. Neural machine translation is a form of language translation automation that uses deep learning models to deliver more accurate and natural-sounding translation than traditional statistical and rule-based translation algorithms. The translation service is trained on a wide variety of […]

We’re excited to announce the top 10 compositions and the winner of the AWS DeepComposer Chartbusters Spin the Model challenge. AWS DeepComposer provides a creative and hands-on experience for learning generative AI and machine learning. Chartbusters is a global monthly challenge where you can use AWS DeepComposer to create original compositions and compete to top […]

Distributed training of large deep learning models has become an indispensable way of model training for computer vision (CV) and natural language processing (NLP) applications. Open source frameworks such as Horovod provide distributed training support to Apache MXNet, PyTorch, and TensorFlow. Converting your non-distributed Apache MXNet training script to use distributed training with Horovod only […]

Amazon Textract now supports Amazon Virtual Private Cloud (Amazon VPC) endpoints via AWS PrivateLink so you can securely initiate API calls to Amazon Textract from within your VPC and avoid using the public internet. In this post, we show you how to access Amazon Textract APIs from within your VPC without traversing the public internet, […]

We’re excited to announce the next AWS DeepComposer Chartbusters challenge, in which developers interactively collaborate with AI using the new edit melody feature launching today! Chartbusters is a monthly challenge where you can use AWS DeepComposer to create original compositions on the console using machine learning techniques, compete to top the charts, and win prizes. […]