Philips accelerates development of AI-enabled healthcare solutions with an MLOps platform built on Amazon SageMaker
TutoSartup excerpt from this article:
Irina has a strong technical background in machine learning, cloud computing, and software engineering... In this post, we describe how Philips partnered with AWS to develop AI ToolSuite—a scalable, secure, and compliant ML platform on SageMaker... This platform provides capabilities ranging from experimentation, data annotation, training, model deployments, and reusable templates... We outlin...
Irina has a strong technical background in machine learning, cloud computing, and software engineering... In this post, we describe how Philips partnered with AWS to develop AI ToolSuite—a scalable, secure, and compliant ML platform on SageMaker... This platform provides capabilities ranging from experimentation, data annotation, training, model deployments, and reusable templates... We outlin...
Fine-tune Whisper models on Amazon SageMaker with LoRA
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Whisper is an Automatic Speech Recognition (ASR) model that has been trained using 680,000 hours of supervised data from the web, encompassing a range of languages and tasks... It maintains the pre-trained model weights in a static state and introduces trainable rank decomposition matrices into each layer of the Transformer structure... This method can decrease the number of trainable parameters n...
Whisper is an Automatic Speech Recognition (ASR) model that has been trained using 680,000 hours of supervised data from the web, encompassing a range of languages and tasks... It maintains the pre-trained model weights in a static state and introduces trainable rank decomposition matrices into each layer of the Transformer structure... This method can decrease the number of trainable parameters n...
Use foundation models to improve model accuracy with Amazon SageMaker
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In this post, we discuss the use of an open-source model specifically designed for the task of visual question answering (VQA)... We propose using this capability with the Amazon SageMaker platform of services to improve regression model accuracy in an ML use case, and independently, for the automated tagging of visual images... Foundation models This solution centers on the use of a foundatio...
In this post, we discuss the use of an open-source model specifically designed for the task of visual question answering (VQA)... We propose using this capability with the Amazon SageMaker platform of services to improve regression model accuracy in an ML use case, and independently, for the automated tagging of visual images... Foundation models This solution centers on the use of a foundatio...
Automate and enhance your code security with AI-powered services
TutoSartup excerpt from this article:
Amazon Web Services (AWS) encourages this shift-left mindset, providing services that enable a seamless integration of security into your DevOps processes, fostering a more robust, secure, and efficient system... In this blog post we share how you can use Amazon CodeWhisperer, Amazon CodeGuru, and Amazon Inspector to automate and enhance code security... Next, you can perform further vulnerabili...
Amazon Web Services (AWS) encourages this shift-left mindset, providing services that enable a seamless integration of security into your DevOps processes, fostering a more robust, secure, and efficient system... In this blog post we share how you can use Amazon CodeWhisperer, Amazon CodeGuru, and Amazon Inspector to automate and enhance code security... Next, you can perform further vulnerabili...
New – Amazon EBS Snapshot Lock
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You can now lock individual Amazon Elastic Block Store (Amazon EBS) snapshots in order to enforce better compliance with your data retention policies... Locked snapshots cannot be deleted until the lock is expired or released, giving you the power to keep critical backups safe from accidental or malicious deletion, including ransomware attacks... The Need for Locking AWS customers use EBS snapsho...
You can now lock individual Amazon Elastic Block Store (Amazon EBS) snapshots in order to enforce better compliance with your data retention policies... Locked snapshots cannot be deleted until the lock is expired or released, giving you the power to keep critical backups safe from accidental or malicious deletion, including ransomware attacks... The Need for Locking AWS customers use EBS snapsho...
Building sensitive data remediation workflows in multi-account AWS environments
TutoSartup excerpt from this article:
As organizations use Amazon Web Services (AWS) to modernize their data capabilities, they can sometimes find themselves with data spread across several AWS accounts, each aligned to distinct use cases and business units... In this blog post, we present a solution that provides you with visibility into sensitive data residing across a fleet of AWS accounts through a ChatOps-style notification mec...
As organizations use Amazon Web Services (AWS) to modernize their data capabilities, they can sometimes find themselves with data spread across several AWS accounts, each aligned to distinct use cases and business units... In this blog post, we present a solution that provides you with visibility into sensitive data residing across a fleet of AWS accounts through a ChatOps-style notification mec...
Introducing the AWS Builder Lab Observability Hub at re: Invent 2023
TutoSartup excerpt from this article:
Every year at AWS re: Invent we host the AWS Builder Labs in The Mandalay Bay... The Observability Hub will display LIVE Amazon CloudWatch dashboards showing some of the Observability we care about from the AWS Builder Labs experience, from a business, developer, and support perspective... Why is this important? As an attendee you will get to see how we use our own services to run the AWS Builde...
Every year at AWS re: Invent we host the AWS Builder Labs in The Mandalay Bay... The Observability Hub will display LIVE Amazon CloudWatch dashboards showing some of the Observability we care about from the AWS Builder Labs experience, from a business, developer, and support perspective... Why is this important? As an attendee you will get to see how we use our own services to run the AWS Builde...