AWS Machine Learning - AI

APRIL 10, 2025

In this post, we demonstrate how to effectively perform model customization and RAG with Amazon Nova models as a baseline. Model customization refers to adapting a pre-trained language model to better fit specific tasks, domains, or datasets. Optimized for cost-effective performance, they are trained on data in over 200 languages.

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AWS Machine Learning - AI

MARCH 11, 2025

A recent evaluation conducted by FloTorch compared the performance of Amazon Nova models with OpenAIs GPT-4o. Amazon Nova is a new generation of state-of-the-art foundation models (FMs) that deliver frontier intelligence and industry-leading price-performance. Hemant Joshi, CTO, FloTorch.ai Each provisioned node was r7g.4xlarge,

Artificial Inteligence 111

Artificial Inteligence Knowledge Base Comparison Generative AI 111

Cloudera

JANUARY 7, 2025

While multi-cloud generally refers to the use of multiple cloud providers, hybrid encompasses both cloud and on-premises integrations, as well as multi-cloud setups. The scalable cloud infrastructure optimized costs, reduced customer churn, and enhanced marketing efficiency through improved customer segmentation and retention models.

Cloud 82

Cloud Data Scalability Compliance 82

AWS Machine Learning - AI

DECEMBER 2, 2024

For generative AI models requiring multiple instances to handle high-throughput inference requests, this added significant overhead to the total scaling time, potentially impacting application performance during traffic spikes. We ran 5+ scaling simulations and observed consistent performance with low variations across trials.

Generative AI 107

Generative AI Artificial Inteligence Machine Learning AWS 107

AWS Machine Learning - AI

MARCH 13, 2025

The following figure illustrates the performance of DeepSeek-R1 compared to other state-of-the-art models on standard benchmark tests, such as MATH-500 , MMLU , and more. To learn more about Hugging Face TGI support on Amazon SageMaker AI, refer to this announcement post and this documentation on deploy models to Amazon SageMaker AI.

Artificial Inteligence 107

Artificial Inteligence AWS Machine Learning Load Balancer 107

AWS Machine Learning - AI

JANUARY 29, 2025

Governance in the context of generative AI refers to the frameworks, policies, and processes that streamline the responsible development, deployment, and use of these technologies. For a comprehensive read about vector store and embeddings, you can refer to The role of vector databases in generative AI applications.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

CIO

JANUARY 7, 2025

In todays fast-paced digital landscape, the cloud has emerged as a cornerstone of modern business infrastructure, offering unparalleled scalability, agility, and cost-efficiency. Cracking this code or aspect of cloud optimization is the most critical piece for enterprises to strike gold with the scalability of AI solutions.

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AWS Machine Learning - AI

MARCH 4, 2025

We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices. This scalability allows for more frequent and comprehensive reviews.

Generative AI 118

Generative AI Technical Review Software Review Systems Review 118

AWS Machine Learning - AI

APRIL 30, 2025

Amazon Bedrock Model Distillation is generally available, and it addresses the fundamental challenge many organizations face when deploying generative AI : how to maintain high performance while reducing costs and latency. This provides optimal performance by maintaining the same structure the model was trained on.

Artificial Inteligence 115

Artificial Inteligence Generative AI AWS Training 115

AWS Machine Learning - AI

APRIL 10, 2025

This is particularly beneficial for tasks like automatically processing receipts or invoices, where it can perform calculations and context-aware evaluations, streamlining processes such as expense tracking or financial analysis. It can effortlessly identify trends, anomalies, and key data points within graphical visualizations.

Generative AI 108

Generative AI AWS Technical Review Artificial Inteligence 108

TechCrunch

AUGUST 26, 2021

Alex Tabor, Paul Ascher and Juan Pascual met each other on the engineering team of Peixe Urbano, a company Tabor co-founded and he referred to as a “Groupon for Brazil.” Tuna is on a mission to “fine tune” the payments space in Latin America and has raised two seed rounds totaling $3 million, led by Canary and by Atlantico.

Technical Review 319

Technical Review Software Review Banking Fashion 319

AWS Machine Learning - AI

NOVEMBER 7, 2024

Shared components refer to the functionality and features shared by all tenants. If it leads to better performance, your existing default prompt in the application is overridden with the new one. Refer to Perform AI prompt-chaining with Amazon Bedrock for more details. This logic sits in a hybrid search component.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we explore advanced prompt engineering techniques that can enhance the performance of these models and facilitate the creation of compelling imagery through text-to-image transformations. Large Medium – This refers to the material or technique used in creating the artwork. A photo of a (red:1.2)

Engineering 115

Engineering AWS 3D Generative AI 115

AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. For details on all the fields and providing configuration of various vector stores supported by Knowledge Bases for Amazon Bedrock, refer to AWS::Bedrock::KnowledgeBase.

Knowledge Base 126

Knowledge Base Scalability Applications Generative AI 126

Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? For this HPC will bring massive parallel computing, cluster and workload managers and high-performance components to the table. It provides a powerful and scalable platform for executing large-scale batch jobs with minimal setup and management overhead.

AWS 147

AWS Performance Storage Linux 147

AWS Machine Learning - AI

NOVEMBER 26, 2024

there is an increasing need for scalable, reliable, and cost-effective solutions to deploy and serve these models. AWS Trainium and AWS Inferentia based instances, combined with Amazon Elastic Kubernetes Service (Amazon EKS), provide a performant and low cost framework to run LLMs efficiently in a containerized environment.

AWS 103

AWS Load Balancer Software Review Artificial Inteligence 103

AWS Machine Learning - AI

APRIL 16, 2025

These models are tailored to perform specialized tasks within specific domains or micro-domains. This challenge is further compounded by concerns over scalability and cost-effectiveness. They can host the different variants on a single EC2 instance instead of a fleet of model endpoints, saving costs without impacting performance.

Artificial Inteligence 101

Artificial Inteligence Generative AI AWS Storage 101

AWS Machine Learning - AI

MAY 1, 2025

An agent uses a function call to invoke an external tool (like an API or database) to perform specific actions or retrieve information it doesnt possess internally. These tools are integrated as an API call inside the agent itself, leading to challenges in scaling and tool reuse across an enterprise.

Artificial Inteligence 117

Artificial Inteligence AWS Architecture Generative AI 117

xmatters

JANUARY 7, 2025

Types of Workflows Types of workflows refer to the method or structure of task execution, while categories of workflows refer to the purpose or context in which they are used. Define the order in which tasks are performed. Manual Workflows: These are processes that require human intervention at each step.

Software Review 98

Software Review Technical Review DevOps Systems Review 98

AWS Machine Learning - AI

JANUARY 29, 2025

Their DeepSeek-R1 models represent a family of large language models (LLMs) designed to handle a wide range of tasks, from code generation to general reasoning, while maintaining competitive performance and efficiency. 70B-Instruct ), offer different trade-offs between performance and resource requirements.

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Generative AI Artificial Inteligence AWS Technical Review 132

AWS Machine Learning - AI

NOVEMBER 7, 2024

The agents also automatically call APIs to perform actions and access knowledge bases to provide additional information. Effective agent instructions are crucial for optimizing the performance of AI-powered assistants. For more information, refer to the PowerTools documentation on Amazon Bedrock Agents.

Lambda 129

Lambda Enterprise Automotive Knowledge Base 129

CIO

MARCH 31, 2025

Sovereign AI refers to a national or regional effort to develop and control artificial intelligence (AI) systems, independent of the large non-EU foreign private tech platforms that currently dominate the field. high-performance computing GPU), data centers, and energy.

Technical Review 117

Technical Review Artificial Inteligence Compliance Open Source 117

AWS Machine Learning - AI

OCTOBER 31, 2024

If you don’t have an AWS account, refer to How do I create and activate a new Amazon Web Services account? If you don’t have an existing knowledge base, refer to Create an Amazon Bedrock knowledge base. Performance optimization The serverless architecture used in this post provides a scalable solution out of the box.

Generative AI 123

Generative AI Lambda Applications AWS 123

AWS Machine Learning - AI

APRIL 24, 2024

We present the reinforcement learning process and the benchmarking results to demonstrate the LLM performance improvement. You can refer to further explanations in the following resources:** * ARS GEN 10.0/05.01.02. Design Criteria & Appendices/Performance Package AR Sortable Design Criteria v20.1.1.pdf

Artificial Inteligence 132

Artificial Inteligence Engineering Performance Construction 132

Apiumhub

DECEMBER 9, 2024

Give each secret a clear name, as youll use these names to reference them in Synapse. Add a Linked Service to the pipeline that references the Key Vault. When setting up a linked service for these sources, reference the names of the secrets stored in Key Vault instead of hard-coding the credentials.

Azure 91

Azure Analytics Storage Artificial Inteligence 91

AWS Machine Learning - AI

JULY 24, 2024

They are committed to enhancing the performance and capabilities of AI models, with a particular focus on large language models (LLMs) for use with Einstein product offerings. LMI containers are a set of high-performance Docker Containers purpose built for LLM inference. When the team initially deployed CodeGen 2.5,

Artificial Inteligence 129

Artificial Inteligence Performance Open Source Machine Learning 129

AWS Machine Learning - AI

SEPTEMBER 26, 2024

To accelerate iteration and innovation in this field, sufficient computing resources and a scalable platform are essential. With these capabilities, customers are adopting SageMaker HyperPod as their innovation platform for more resilient and performant model training, enabling them to build state-of-the-art models faster.

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Case Study Video Training Scalability 119

AWS Machine Learning - AI

MARCH 20, 2025

Asure anticipated that generative AI could aid contact center leaders to understand their teams support performance, identify gaps and pain points in their products, and recognize the most effective strategies for training customer support representatives using call transcripts. For example, Anthropics Claude Sonnet 3.5

Generative AI 92

Generative AI Artificial Inteligence Metrics AWS 92

AWS Machine Learning - AI

OCTOBER 16, 2024

For some content, additional screening is performed to generate subtitles and captions. As DPG Media grows, they need a more scalable way of capturing metadata that enhances the consumer experience on online video services and aids in understanding key content characteristics.

Media 117

Media Video Artificial Inteligence Generative AI 117

AWS Machine Learning - AI

OCTOBER 29, 2024

Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. For a detailed breakdown of the features and implementation specifics, refer to the comprehensive documentation in the GitHub repository.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

CIO

JUNE 27, 2024

It arrives alongside the announcement of SAP’s Open Reference Architecture project as part of the EU’s IPCEI-CIS initiative. Organizations are choosing these platforms based on effective cost, performance, and scalability.”

Open Source 191

Open Source Architecture Linux Exercises 191

AWS Machine Learning - AI

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. CBRE, in parallel, completed UAT testing to confirm it performed as expected.

AWS 129

AWS Lambda Performance Artificial Inteligence 129

AWS Machine Learning - AI

APRIL 30, 2025

Similarly, when an incident occurs in IT, the responding team must provide a precise, documented history for future reference and troubleshooting. In his current role, he partners with AWS customers to design and implement scalable, secure, and cost-effective solutions on the AWS platform. Anthropics Claude 3.5

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Artificial Inteligence Technical Review Software Review Generative AI 99

AWS Machine Learning - AI

MARCH 26, 2025

The model demonstrates improved performance in image quality, typography, and complex prompt understanding. Finally, use the generated images as reference material for 3D artists to create fully realized game environments. For instructions, refer to Clean up Amazon SageMaker notebook instance resources.

Generative AI 113

Generative AI Games Development AWS 113

John Snow Labs

APRIL 2, 2025

Key features of the release include: Customizable project templates for LLM output evaluation with support for HTML content, including hyperlinks to references. Two modes are supported: individual and side-by-side response evaluation. Inter-Annotator Agreement (IAA) charts are also available for those projects.

Artificial Inteligence 89

Artificial Inteligence Software Review Generative AI Technical Review 89

AWS Machine Learning - AI

MARCH 14, 2025

As these AI technologies become more sophisticated and widely adopted, maintaining consistent quality and performance becomes increasingly complex. For applications requiring high performance content generation with lower latency and costs, model distillation can be an effective solution to use for creating a generator model, for example.

Knowledge Base 103

Knowledge Base Applications Artificial Inteligence Generative AI 103

Xebia

NOVEMBER 21, 2024

But when the size of a dbt project grows, and the number of developers increases, then an automated approach is often the only scalable way forward. What other checks can dbt-bouncer perform? check_exposure_based_on_view ensures exposures are not based on views as this may result in poor performance for data consumers.

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Weak Development Team Testing Analytics Engineering 130