Author: R Jemaiel

AWS Certification retirements and launches

TutoSartup excerpt from this article:
Given how quickly technology changes, we’re always reviewing our certifications and evaluating how well we’re meeting customers’ needs... We see the opportunity to serve our customers better by reducing the number of specialty certifications and enhancing our offerings at the foundational, associate, and professional levels... Rising demand for cloud data expertise One example of this cha...

Talk to your slide deck using multimodal foundation models hosted on Amazon Bedrock and Amazon SageMaker – Part 1

TutoSartup excerpt from this article:
However, real-world data exists in multiple modalities, such as text, images, video, and audio... In this post, we extend RAG to include images as well... There are different ways to design a RAG solution that includes images... As a multimodal model, this Titan model can process text, images, or a combination as input and generate embeddings... During ingestion, we process the input slide deck ...

New chat experience for AWS Glue using natural language – Amazon Q data integration in AWS Glue (Preview)

TutoSartup excerpt from this article:
Amazon Q data integration in AWS Glue will reduce the time and effort you need to learn, build, and run data integration jobs using AWS Glue data integration engines... The chat experience is powered by Amazon Bedrock... You can describe your data integration workload and Amazon Q will generate a complete ETL script... You can troubleshoot your jobs by asking Amazon Q to explain errors and prop...

Achieve generative AI operational excellence with the LLMOps maturity model

TutoSartup excerpt from this article:
Elevating our discussion, we now introduce the LLMOps maturity model, a vital compass for business leaders... This model is not just a roadmap from foundational LLM utilization to mastery in deployment and operational management; it’s a strategic guide that underscores why understanding and implementing this model is essential for navigating the ever-evolving landscape of AI... This real-world ...

AWS completes CCAG 2023 community audit for financial services customers in Europe

TutoSartup excerpt from this article:
We’re excited to announce that Amazon Web Services (AWS) has completed its fifth annual Collaborative Cloud Audit Group (CCAG) pooled audit with European financial services institutions under regulatory supervision... Our annual audit engagement with CCAG is an example of how AWS supports customers’ risk management and regulatory efforts... For the fifth year, the CCAG pooled audit meticulousl...

Benchmark and optimize endpoint deployment in Amazon SageMaker JumpStart 

TutoSartup excerpt from this article:
When deploying a large language model (LLM), machine learning (ML) practitioners typically care about two measurements for model serving performance: latency, defined by the time it takes to generate a single token, and throughput, defined by the number of tokens generated per second... Although a single request to the deployed endpoint would exhibit a throughput approximately equal to the inverse...

Behavior Driven Chaos with AWS Fault Injection Simulator

TutoSartup excerpt from this article:
In this post, we will explore a working example of how you can build chaos experiments using human readable language, AWS Fault Injection Simulator (FIS), and a framework familiar to Developers and Test Engineers... Chaos experiment attributes For a chaos experiment to be considered complete, the experiment should exhibit the following attributes: Defined steady state Hypothesis Define...