AWS Blog Posts
68 technical articles on AWS AI/ML services
September 22, 2021
Scaling Ad Verification with Machine Learning and AWS Inferentia (opens in new tab)
Amazon Advertising helps companies build their brand and connect with shoppers, through ads shown both within and beyond Amazon’s store, including...
September 3, 2021
Decoding the Social Effects Of Media with Machine Learning (opens in new tab)
What if media were optimized to benefit people? This thought-provoking question is at the core of Harmony Labs ‘ mission. A nonprofit organization...
August 4, 2021
Extract Insights From Customer Conversations with Amazon Transcribe Call Analytics (opens in new tab)
In 2017, we launched Amazon Transcribe , an automatic speech recognition (ASR) service that makes it easy to add speech-to-text capabilities to any...
July 15, 2021
Paging Doctor Cloud! Amazon HealthLake Is Now Generally Available (opens in new tab)
At AWS re:Invent 2020, we previewed Amazon HealthLake , a fully managed, HIPAA-eligible service that allows healthcare and life sciences customers to...
June 9, 2021
Amazon SageMaker Named as the Outright Leader in Enterprise MLOps Platforms (opens in new tab)
Over the last few years, Machine Learning (ML) has proven its worth in helping organizations increase efficiency and foster innovation. As ML...
May 10, 2021
Resolve IT Incidents Faster with Incident Manager, a New Capability of AWS Systems Manager (opens in new tab)
IT engineers pride themselves on the skill and care they put into building applications and infrastructure. However, as much as we all hate to admit...
April 20, 2021
Decrease Your Machine Learning Costs with Instance Price Reductions and Savings Plans for Amazon SageMaker (opens in new tab)
Launched at AWS re:Invent 2017, Amazon SageMaker is a fully-managed service that has already helped tens of thousands of customers quickly build and...
March 30, 2021
Troubleshoot Boot and Networking Issues with New EC2 Serial Console (opens in new tab)
Fixing production issues is one of the key responsibilities of system and network administrators. In fact, I’ve always found it to be one of the most...
March 23, 2021
AWS and Hugging Face collaborate to simplify and accelerate adoption of Natural Language Processing models (opens in new tab)
Just like computer vision a few years ago, the decade-old field of natural language processing (NLP) is experiencing a fascinating renaissance. Not a...
December 8, 2020
Amazon SageMaker JumpStart Simplifies Access to Pre-built Models and Machine Learning Solutions (opens in new tab)
Today, I’m extremely happy to announce the availability of Amazon SageMaker JumpStart , a capability of Amazon SageMaker that accelerates your...
December 8, 2020
New – Amazon SageMaker Pipelines Brings DevOps Capabilities to your Machine Learning Projects (opens in new tab)
Today, I’m extremely happy to announce Amazon SageMaker Pipelines , a new capability of Amazon SageMaker that makes it easy for data scientists and...
December 8, 2020
Introducing Amazon SageMaker Data Wrangler, a Visual Interface to Prepare Data for Machine Learning (opens in new tab)
Today, I’m extremely happy to announce Amazon SageMaker Data Wrangler , a new capability of Amazon SageMaker that makes it faster for data scientists...
December 8, 2020
New – Store, Discover, and Share Machine Learning Features with Amazon SageMaker Feature Store (opens in new tab)
Today, I’m extremely happy to announce Amazon SageMaker Feature Store , a new capability of Amazon SageMaker that makes it easy for data scientists...
December 8, 2020
Amazon SageMaker Edge Manager Simplifies Operating Machine Learning Models on Edge Devices (opens in new tab)
Today, I’m extremely happy to announce Amazon SageMaker Edge Manager , a new capability of Amazon SageMaker that makes it easier to optimize, secure,...
December 8, 2020
New – Amazon SageMaker Clarify Detects Bias and Increases the Transparency of Machine Learning Models (opens in new tab)
Today, I’m extremely happy to announce Amazon SageMaker Clarify , a new capability of Amazon SageMaker that helps customers detect bias in machine...
December 8, 2020
New – Profile Your Machine Learning Training Jobs With Amazon SageMaker Debugger (opens in new tab)
Today, I’m extremely happy to announce that Amazon SageMaker Debugger can now profile machine learning models, making it much easier to identify and...
December 8, 2020
New – Data Parallelism Library in Amazon SageMaker Simplifies Training on Large Datasets (opens in new tab)
Today, I’m particularly happy to announce that Amazon SageMaker now supports a new data parallelism library that makes it easier to train models on...
December 8, 2020
Amazon SageMaker Simplifies Training Deep Learning Models With Billions of Parameters (opens in new tab)
Today, I’m extremely happy to announce that Amazon SageMaker simplifies the training of very large deep learning models that were previously...
December 1, 2020
Amazon Monitron, a Simple and Cost-Effective Service Enabling Predictive Maintenance (opens in new tab)
Today, I’m extremely happy to announce Amazon Monitron , a condition monitoring service that detects potential failures and allows user to track...
October 7, 2020
Amazon SageMaker Continues to Lead the Way in Machine Learning and Announces up to 18% Lower Prices on GPU Instances (opens in new tab)
Since 2006, Amazon Web Services (AWS) has been helping millions of customers build and manage their IT workloads. From startups to large enterprises...
September 15, 2020
Amazon Transcribe Now Supports Automatic Language Identification (opens in new tab)
Update October 1, 2021 – This post has been edited to remove outdated S3 buckets.
August 14, 2020
Amazon ECS Now Supports EC2 Inf1 Instances (opens in new tab)
Update October 1, 2021 – This post has been edited to remove outdated S3 buckets.
July 29, 2020
Amazon Translate now supports Office documents (opens in new tab)
As machine learning and deep learning models become more sophisticated, hardware acceleration is increasingly required to deliver fast predictions at...
July 9, 2020
New – Label Videos with Amazon SageMaker Ground Truth (opens in new tab)
Whether your organization is a multinational enterprise present in many countries, or a small startup hungry for global success, translating your...
June 15, 2020
Amazon EKS Now Supports EC2 Inf1 Instances (opens in new tab)
Launched at AWS re:Invent 2018, Amazon Sagemaker Ground Truth is a capability of Amazon SageMaker that makes it easy to annotate machine learning...
June 10, 2020
New – Label 3D Point Clouds with Amazon SageMaker Ground Truth (opens in new tab)
Launched at AWS re:Invent 2018, Amazon Sagemaker Ground Truth is a capability of Amazon SageMaker that makes it easy to annotate machine learning...
May 11, 2020
Reinventing Enterprise Search – Amazon Kendra is Now Generally Available (opens in new tab)
At the end of 2019, we launched a preview version of Amazon Kendra , a highly accurate and easy to use enterprise search service powered by machine...
April 22, 2020
Announcing availability of Inf1 instances in Amazon SageMaker for high performance and cost-effective machine learning inference (opens in new tab)
Amazon SageMaker is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine...
April 21, 2020
Announcing TorchServe, An Open Source Model Server for PyTorch (opens in new tab)
PyTorch is one of the most popular open source libraries for deep learning. Developers and researchers particularly enjoy the flexibility it gives...
April 2, 2020
AWS DeepComposer – Now Generally Available With New Features (opens in new tab)
AWS DeepComposer , a creative way to get started with machine learning, was launched in preview at AWS re:Invent 2019. Today, I’m extremely happy to...
March 16, 2020
Now Available: Amazon ElastiCache Global Datastore for Redis (opens in new tab)
In-memory data stores are widely used for application scalability, and developers have long appreciated their benefits for storing frequently...
February 26, 2020
Now available in Amazon Transcribe: Automatic Redaction of Personally Identifiable Information (opens in new tab)
Launched at AWS re:Invent 2017, Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for AWS customers to add...
February 6, 2020
EC2 Price Reduction in the São Paulo Region (R5 and I3)
January 27, 2020
Update on Amazon Linux AMI end-of-life (opens in new tab)
Update Jan 2, 2024 –The Amazon Linux AMI (also called Amazon Linux 1) reached its end of life on December 31, 2023. Amazon Linux AMI will no longer...
December 3, 2019
Amazon SageMaker Studio: The First Fully Integrated Development Environment For Machine Learning (opens in new tab)
Today, we’re extremely happy to launch Amazon SageMaker Studio, the first fully integrated development environment (IDE) for machine learning (ML).
December 3, 2019
Amazon SageMaker Debugger – Debug Your Machine Learning Models (opens in new tab)
Today, we’re extremely happy to announce Amazon SageMaker Debugger, a new capability of Amazon SageMaker that automatically identifies complex issues...
December 3, 2019
Amazon SageMaker Model Monitor – Fully Managed Automatic Monitoring For Your Machine Learning Models (opens in new tab)
Today, we’re extremely happy to announce Amazon SageMaker Model Monitor, a new capability of Amazon SageMaker that automatically monitors machine...
December 3, 2019
Amazon SageMaker Processing – Fully Managed Data Processing and Model Evaluation (opens in new tab)
Today, we’re extremely happy to launch Amazon SageMaker Processing, a new capability of Amazon SageMaker that lets you easily run your preprocessing,...
December 3, 2019
Amazon SageMaker Autopilot – Automatically Create High-Quality Machine Learning Models With Full Control And Visibility (opens in new tab)
Update September 30, 2021 – This post has been edited to remove broken links.
December 3, 2019
Amazon SageMaker Experiments – Organize, Track And Compare Your Machine Learning Trainings (opens in new tab)
Today, we’re extremely happy to announce Amazon SageMaker Experiments, a new capability of Amazon SageMaker that lets you organize, track, compare...
December 3, 2019
Now Available on Amazon SageMaker: The Deep Graph Library (opens in new tab)
Today, we’re happy to announce that the Deep Graph Library , an open source library built for easy implementation of graph neural networks, is now...
December 2, 2019
Amazon Transcribe Medical – Real-Time Automatic Speech Recognition for Healthcare Customers (opens in new tab)
In 2017, we launched Amazon Transcribe , an automatic speech recognition service that makes it easy for developers to add speech-to-text capability...
December 2, 2019
AWS DeepComposer – Compose Music with Generative Machine Learning Models (opens in new tab)
Today, we’re extremely happy to announce AWS DeepComposer , the world’s first musical keyboard combined with a generative AI service. Yes, you read...
November 25, 2019
22 New Languages And Variants, 6 New Regions For Amazon Translate (opens in new tab)
Just a few weeks ago, I told you about 7 new languages supported by Amazon Translate , our fully managed service for machine translation. Well, here...
November 19, 2019
AWS Systems Manager Explorer – A Multi-Account, Multi-Region Operations Dashboard (opens in new tab)
Since 2006, Amazon Web Services has been striving to simplify IT infrastructure. Thanks to services like Amazon Elastic Compute Cloud (Amazon EC2) ,...
November 15, 2019
Now available: Batch Recommendations in Amazon Personalize (opens in new tab)
Today, we’re very happy to announce that Amazon Personalize now supports batch recommendations.
November 5, 2019
Now Available: New C5d Instance Sizes and Bare Metal Instances (opens in new tab)
Today, we’re very happy to announce that Amazon Personalize now supports batch recommendations.
October 10, 2019
Now Available: Bare Metal Arm-Based EC2 Instances (opens in new tab)
At AWS re:Invent 2018, we announced a new line of Amazon Elastic Compute Cloud (Amazon EC2) instances: the A1 family , powered by Arm-based AWS...
October 10, 2019
New M5n and R5n EC2 Instances, with up to 100 Gbps Networking (opens in new tab)
AWS customers build ever-demanding applications on Amazon EC2 . To support them the best we can, we listen to their requirements, go to work, and...
October 7, 2019
Now available in Amazon SageMaker: EC2 P3dn GPU Instances (opens in new tab)
In recent years, the meteoric rise of deep learning has made incredible applications possible, such as detecting skin cancer ( SkinVision ) and...
October 3, 2019
New languages for Amazon Translate: Greek, Hungarian, Romanian, Thai, Ukrainian, Urdu and Vietnamese (opens in new tab)
Technical Evangelists travel quite a lot, and the number one question that we get from customers when presenting Amazon Translate is: “Is my native...
September 24, 2019
Introducing Batch Mode Processing for Amazon Comprehend Medical (opens in new tab)
Launched at AWS re:Invent 2018, Amazon Comprehend Medical is a HIPAA-eligible natural language processing service that makes it easy to use machine...
August 26, 2019
Managed Spot Training: Save Up to 90% On Your Amazon SageMaker Training Jobs (opens in new tab)
Amazon SageMaker is a fully-managed, modular machine learning (ML) service that enables developers and data scientists to easily build, train, and...
August 23, 2019
Amazon Transcribe Now Supports Mandarin and Russian (opens in new tab)
Update October 1, 2021 – This post has been edited to remove outdated S3 buckets and files.
July 30, 2019
Amazon Polly Introduces Neural Text-To-Speech and Newscaster Style (opens in new tab)
Update October 1, 2021 – This post has been edited to remove outdated S3 buckets and files.
June 21, 2019
Train and deploy Keras models with TensorFlow and Apache MXNet on Amazon SageMaker (opens in new tab)
Update September 28, 2021 – Removed outdated S3 buckets from this post.
June 18, 2019
Now Available: New C5 instance sizes and bare metal instances (opens in new tab)
Amazon EC2 C5 instances are very popular for running compute-heavy workloads like batch processing, distributed analytics, high-performance...
June 10, 2019
Amazon Personalize is Now Generally Available (opens in new tab)
Amazon EC2 C5 instances are very popular for running compute-heavy workloads like batch processing, distributed analytics, high-performance...
April 24, 2019
Amazon SageMaker Ground Truth Keeps Simplifying Labeling Workflows (opens in new tab)
Launched at AWS re:Invent 2018, Amazon SageMaker Ground Truth is a capability of Amazon SageMaker that makes it easy for customers to efficiently and...
November 28, 2018
Amazon SageMaker Neo – Train Your Machine Learning Models Once, Run Them Anywhere (opens in new tab)
Machine learning (ML) is split in two distinct phases: training and inference. Training deals with building the model, i.e. running a ML algorithm on...
November 28, 2018
Amazon Personalize – Real-Time Personalization and Recommendation for Everyone (opens in new tab)
Machine learning definitely offers a wide range of exciting topics to work on, but there’s nothing quite like personalization and recommendation.
November 28, 2018
Amazon SageMaker RL – Managed Reinforcement Learning with Amazon SageMaker (opens in new tab)
In the last few years, machine learning (ML) has generated a lot of excitement. Indeed, from medical image analysis to self-driving trucks , the list...
November 28, 2018
Amazon SageMaker Ground Truth – Build Highly Accurate Datasets and Reduce Labeling Costs by up to 70% (opens in new tab)
In 1959, Arthur Samuel defined machine learning as a “field of study that gives computers the ability to learn without being explicitly programmed”....
November 28, 2018
Amazon Elastic Inference – GPU-Powered Deep Learning Inference Acceleration (opens in new tab)
One of the reasons for the recent progress of Artificial Intelligence and Deep Learning is the fantastic computing capabilities of Graphics...
November 27, 2018
Amazon Comprehend Medical – Natural Language Processing for Healthcare Customers (opens in new tab)
As the son of a Gastroenterologist and a Dermatologist, I grew up listening to arcane conversations involving a never-ending stream of complex...
June 18, 2018
Build a movie recommender with factorization machines on Amazon SageMaker (opens in new tab)
Recommendation is one of the most popular applications in machine learning (ML). In this blog post, I’ll show you how to build a movie recommendation...
May 3, 2018
Use pre-trained models with Apache MXNet (opens in new tab)
Recommendation is one of the most popular applications in machine learning (ML). In this blog post, I’ll show you how to build a movie recommendation...
January 22, 2018
Speeding up Apache MXNet using the NNPACK library (opens in new tab)
In this blog post, I’ll show you how to use multiple pre-trained models with Apache MXNet. Why would you want to try multiple models? Why not just...