
Scalable training platform with Amazon SageMaker HyperPod for innovation: a video generation case study
TutoSartup excerpt from this article:
Model parallel training becomes necessary when the total model footprint (model weights, gradients, and optimizer states) exceeds the memory of a single GPU... However, building large distributed training clusters is a complex and time-intensive process that requires in-depth expertise... Amazon SageMaker HyperPod, introduced during re:Invent 2023, is a purpose-built infrastructure designed to a...
Model parallel training becomes necessary when the total model footprint (model weights, gradients, and optimizer states) exceeds the memory of a single GPU... However, building large distributed training clusters is a complex and time-intensive process that requires in-depth expertise... Amazon SageMaker HyperPod, introduced during re:Invent 2023, is a purpose-built infrastructure designed to a...

Let’s Architect! Building multi-tenant SaaS systems
TutoSartup excerpt from this article:
However, building a successful SaaS platform demands on meticulous architectural planning, especially given the inherent challenges of multi-tenancy... Building cost-optimized multi-tenant SaaS architectures Cost is a key factor to consider when we design new systems... Multi-tenancy requires teams to think beyond the basics of auto scaling, adopting strategies to allow their architecture to su...
However, building a successful SaaS platform demands on meticulous architectural planning, especially given the inherent challenges of multi-tenancy... Building cost-optimized multi-tenant SaaS architectures Cost is a key factor to consider when we design new systems... Multi-tenancy requires teams to think beyond the basics of auto scaling, adopting strategies to allow their architecture to su...

Control data access to Amazon S3 from Amazon SageMaker Studio with Amazon S3 Access Grants
TutoSartup excerpt from this article:
These personas rely on access to data in Amazon Simple Storage Service (Amazon S3) for tasks such as extracting data for model training, logging model training metrics, and storing model artifacts after training... For example, data scientists need access to datasets stored in Amazon S3 for tasks like data exploration and model training... ML engineers require access to intermediate model artifac...
These personas rely on access to data in Amazon Simple Storage Service (Amazon S3) for tasks such as extracting data for model training, logging model training metrics, and storing model artifacts after training... For example, data scientists need access to datasets stored in Amazon S3 for tasks like data exploration and model training... ML engineers require access to intermediate model artifac...

Developer insights: Building resilient end-to-end security
TutoSartup excerpt from this article:
Cybersecurity is more than just a technical requirement for any organization; it’s essential for survival... The resilience of an organization’s cybersecurity infrastructure is critical, and an end-to-end approach is the key to ensuring its health and stability... This blog post kicks off a series exploring how Microsoft Security is transforming security platforms with practical, end-to-end se...
Cybersecurity is more than just a technical requirement for any organization; it’s essential for survival... The resilience of an organization’s cybersecurity infrastructure is critical, and an end-to-end approach is the key to ensuring its health and stability... This blog post kicks off a series exploring how Microsoft Security is transforming security platforms with practical, end-to-end se...

Get on the path to the AWS Certified AI Practitioner with AWS Educate
TutoSartup excerpt from this article:
This certification validates your understanding of core AI and machine learning (ML) concepts and use cases, as well as your ability to identify appropriate AWS services to implement AI solutions... Are you ready to take a streamlined approach to getting ahead of the competition in today’s global workforce? AWS Educate is excited to announce a new learning pathway to help learners 13 and older...
This certification validates your understanding of core AI and machine learning (ML) concepts and use cases, as well as your ability to identify appropriate AWS services to implement AI solutions... Are you ready to take a streamlined approach to getting ahead of the competition in today’s global workforce? AWS Educate is excited to announce a new learning pathway to help learners 13 and older...

How to migrate 3DES keys from a FIPS to a non-FIPS AWS CloudHSM cluster
TutoSartup excerpt from this article:
Run the following command to use CloudHSM CLI in interactive mode, as described in Getting started with CloudHSM Command Line Interface (CLI): /opt/cloudhsm/bin/cloudhsm-cli interactive Sign in with your crypto user credential... He helps customers accelerate their cloud adoption journey with security, risk, and compliance guidance and specializes in cryptography...On August 20, 2...
Run the following command to use CloudHSM CLI in interactive mode, as described in Getting started with CloudHSM Command Line Interface (CLI): /opt/cloudhsm/bin/cloudhsm-cli interactive Sign in with your crypto user credential... He helps customers accelerate their cloud adoption journey with security, risk, and compliance guidance and specializes in cryptography...On August 20, 2...

Markets Lean Into Another ½-Point Rate Cut By The Fed
TutoSartup excerpt from this article:
Markets are highly confident that the Federal Reserve will announce another cut in interest rates at the next policy meeting on Nov... Based on this data, the chance that the Fed will leave rates unchanged is virtually nil... 25) continues to imply that the central bank will reduce interest rates in the near term...A multi-factor model I designed for TMC Research is also reflecting a s...
Markets are highly confident that the Federal Reserve will announce another cut in interest rates at the next policy meeting on Nov... Based on this data, the chance that the Fed will leave rates unchanged is virtually nil... 25) continues to imply that the central bank will reduce interest rates in the near term...A multi-factor model I designed for TMC Research is also reflecting a s...