AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. A modular architecture, where each module can intake model inference data and produce its own metrics, is necessary.

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Artificial Inteligence AWS Lambda Metrics 107

AWS Machine Learning - AI

MARCH 7, 2024

However, Amazon Bedrock and AWS Step Functions make it straightforward to automate this process at scale. Amazon Bedrock offers the generative AI foundation model Amazon Titan Image Generator G1 , which can automatically change the background of an image using a technique called outpainting.

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AWS Lambda Generative AI Report 114

CIO

OCTOBER 20, 2023

Aside from digitally rebuilding its processes, Allstate has also methodically adopted a multicloud architecture based primarily on AWS for containers and development, and Google BigQuery and Vertex and Microsoft Azure GenAI for specialized AI workloads. The methodical approach does not mean Allstate is a technology novice.

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Cloud Insurance Generative AI Machine Learning 340

CIO

OCTOBER 4, 2023

AI skills more valuable than certifications There were a couple of stand-outs among those. Premiums for skill in DataRobot tied with those for generative AI skills , but DataRobot is on its way down, while generative AI, predictably, is on the rise.

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Security Artificial Inteligence Generative AI Blockchain 338

CIO

JULY 26, 2023

While the Denver-based company’s cloud transformation long preceded Ligon’s arrival, with various business units adopting AWS and the IT team already developing cloud-native applications, in hiring Ligon, Re/Max’s top brass decided to “bring it all under control” of its first CIO.

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Real Estate Data Generative AI Machine Learning 246

CIO

NOVEMBER 17, 2023

And it is the chain’s hefty multicloud architecture, anchored by Aviatrix’s cloud networking and Equinix’s interconnection technology, that enables Turner to bring the hotel empire much closer to its key customers — business and leisure guests, as well as hotel owners.

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Hotels Generative AI Architecture Travel 331

AWS Machine Learning - AI

MAY 30, 2024

In this blog, we walkthrough the architectural components, evaluation criteria for the components selected by Vitech and the process flow of user interaction within VitechIQ. Processing framework LangChain offered seamless machine learning (ML) model integration, allowing Vitech to build custom automated AI components and be model agnostic.

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AWS Machine Learning - AI

DECEMBER 12, 2023

Variety of tasks such as speech recognition, text generation, and question answering are demonstrated to have stupendous performance by these model architectures. Several recent models such as NeoX , Falcon , Llama use the GPT architecture as a backbone. We’ll outline how we cost-effectively (3.2 billion in Pythia.

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AWS Machine Learning - AI

NOVEMBER 27, 2023

Generative artificial intelligence ( generative AI ) models have demonstrated impressive capabilities in generating high-quality text, images, and other content. Consider the following machine learning (ML) problem: user asks a large language model (LLM) question: “How to filter and search models in Amazon Bedrock?”.

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Artificial Inteligence Generative AI Data Knowledge Base 71

AWS Machine Learning - AI

FEBRUARY 6, 2024

To support overarching pharmacovigilance activities, our pharmaceutical customers want to use the power of machine learning (ML) to automate the adverse event detection from various data sources, such as social media feeds, phone calls, emails, and handwritten notes, and trigger appropriate actions.

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Artificial Inteligence Pharmaceuticals Healthcare Generative AI 94

AWS Machine Learning - AI

APRIL 3, 2024

Search engines and recommendation systems powered by generative AI can improve the product search experience exponentially by understanding natural language queries and returning more accurate results. Amazon SageMaker Studio – It is an integrated development environment (IDE) for machine learning (ML).

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Artificial Inteligence Serverless Engineering Generative AI 97

Datavail

JUNE 22, 2023

This month, I had the opportunity to attend Amazon Web Services (AWS) Summit Toronto 2023 at the Metro Toronto Convention Center. The summit featured over 70 keynote presentations, breakout sessions, demos, and networking opportunities with AWS experts and partners. Here are some of the highlights that our team wanted to share!

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AWS Machine Learning - AI

MAY 2, 2024

Amazon Personalize makes it straightforward to personalize your website, app, emails, and more, using the same machine learning (ML) technology used by Amazon, without requiring ML expertise. If you use Amazon Personalize with generative AI, you can also feed the metadata into prompts. Choose your dataset group.

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Artificial Inteligence Machine Learning AWS Software Engineering 87

CIO

JANUARY 8, 2024

To date, the carrier has migrated an estimated 98% of its 400 applications, mostly to AWS, but with some workloads on Azure and a plan for further “rebalancing” cloud providers to ensure Cathay is not locked in to any one vendor, Nair says. At the same time, enterprises are increasingly pursuing zero-trust strategies.

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Airlines Cloud Blockchain Generative AI 298

AWS Machine Learning - AI

FEBRUARY 29, 2024

Amazon Bedrock provides a broad range of models from Amazon and third-party providers, including Anthropic, AI21, Meta, Cohere, and Stability AI, and covers a wide range of use cases, including text and image generation, embedding, chat, high-level agents with reasoning and orchestration, and more.

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Knowledge Base Artificial Inteligence Generative AI AWS 109

CIO

APRIL 4, 2024

Then, he decommissioned all 24 of the office’s legacy, in-house systems and migrated them to cloud platforms, including Salesforce CRM, Microsoft Azure, Office 365, AWS, and Box.com, enabling employees to securely access information from any device from anywhere.

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Programming Artificial Inteligence Systems Review Generative AI 279

AWS Machine Learning - AI

DECEMBER 5, 2023

AWS is especially well suited to provide enterprises the tools necessary for deploying LLMs at scale to enable critical decision-making. In their implementation of generative AI technology, enterprises have real concerns about data exposure and ownership of confidential information that may be sent to LLMs.

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Artificial Inteligence Enterprise Generative AI Data 92

CIO

MAY 15, 2024

Generative AI (GenAI) has the potential to transform entire industries, especially in customer service and coding. Processing sensitive data outside of an LLM minimizes what’s being shared with AI. But it doesn’t mean that it can’t benefit from machine learning and other AI models that you are managing.

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AWS Machine Learning - AI

NOVEMBER 22, 2023

Yes, the AWS re:Invent season is upon us and as always, the place to be is Las Vegas! Now all you need is some guidance on generative AI and machine learning (ML) sessions to attend at this twelfth edition of re:Invent. And although our track focuses on generative AI, many other tracks have related sessions.

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AWS Machine Learning - AI

MAY 14, 2024

Recent advances in artificial intelligence have led to the emergence of generative AI that can produce human-like novel content such as images, text, and audio. An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF).

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AWS Machine Learning - AI

JANUARY 9, 2024

With the rapid adoption of generative AI applications, there is a need for these applications to respond in time to reduce the perceived latency with higher throughput. Large language models (LLMs) are a type of FM that generate text as a response of the user inference.

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Artificial Inteligence Generative AI AWS Technical Advisors 101

CIO

MARCH 11, 2024

The arrival of generative AI and advanced chatbots has accelerated the development of intelligent systems that go well beyond scripted queries by intuitively adapting and engaging in more dynamic and context-aware conversations. At Covanta, we started our journey of building an AI foundation on the existing AWS environment.

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AWS Machine Learning - AI

MARCH 15, 2024

Fortunately, with the advent of generative AI and large language models (LLMs) , it’s now possible to create automated systems that can handle natural language efficiently, and with an accelerated on-ramping timeline. Solution overview The following diagram illustrates our solution architecture. awscli>=1.29.57

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AWS Machine Learning - AI

APRIL 8, 2024

The following diagram shows the step-by-step architecture of this solution outlined in the following sections. RAG combines information retrieval with natural language generation to produce more insightful responses. For account setup instructions, see Create an AWS Account.

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Artificial Inteligence Applications Knowledge Base AWS 95

AWS Machine Learning - AI

MAY 15, 2024

To help advertisers more seamlessly address this challenge, Amazon Ads rolled out an image generation capability that quickly and easily develops lifestyle imagery, which helps advertisers bring their brand stories to life. We end with lessons learned. Solution architecture for inferencing and model deployment.

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Generative AI Artificial Inteligence Advertising Technical Review 98

AWS Machine Learning - AI

FEBRUARY 1, 2024

Resilience plays a pivotal role in the development of any workload, and generative AI workloads are no different. There are unique considerations when engineering generative AI workloads through a resilience lens. There are three general types of vector databases: Dedicated SaaS options like Pinecone.

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Generative AI Disaster Recovery Artificial Inteligence AWS 108

AWS Machine Learning - AI

MARCH 14, 2024

Generative AI applications driven by foundational models (FMs) are enabling organizations with significant business value in customer experience, productivity, process optimization, and innovations. In this post, we explore different approaches you can take when building applications that use generative AI.

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Generative AI AWS Applications Artificial Inteligence 101

AWS Machine Learning - AI

MAY 30, 2024

Because Amazon Bedrock is serverless, you don’t have to manage infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. The following figure illustrates the core architecture for the NLQ capability.

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AWS Machine Learning - AI

JANUARY 24, 2024

Generative AI solutions have the potential to transform businesses by boosting productivity and improving customer experiences, and using large language models (LLMs) with these solutions has become increasingly popular. Where is the data processed? Who has access to the data?

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Generative AI AWS Artificial Inteligence Enterprise 122

Agile Engine

SEPTEMBER 29, 2023

Few people know this, but enterprises often employ a machine learning technique that’s instrumental in particle physics experiments at the Large Hadron Collider. Just as the Large Hadron Collider accelerates subatomic particles, machine learning solutions set trillions of data points in motion to solve complex business challenges.

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AWS Machine Learning - AI

DECEMBER 22, 2023

Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input. In this post, we demonstrate how to build a generative AI financial services agent powered by Amazon Bedrock.

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AWS Machine Learning - AI

MARCH 14, 2024

Generative artificial intelligence (generative AI) has enabled new possibilities for building intelligent systems. Recent improvements in Generative AI based large language models (LLMs) have enabled their use in a variety of applications surrounding information retrieval.

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Generative AI Artificial Inteligence Virtualization UI/UX 96

CIO

SEPTEMBER 21, 2023

Generative AI touches every aspect of the enterprise, and every aspect of society,” says Bret Greenstein, partner and leader of the gen AI go-to-market strategy at PricewaterhouseCoopers. In a recent report, he estimated that gen AI software revenues will grow from $3.7 So did Amazon on AWS.

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AWS Machine Learning - AI

FEBRUARY 14, 2024

With the advent of generative AI solutions, organizations are finding different ways to apply these technologies to gain edge over their competitors. Amazon Bedrock offers a choice of high-performing foundation models from leading AI companies, including AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon, via a single API.

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Generative AI Artificial Inteligence Engineering Travel 111

AWS Machine Learning - AI

MAY 9, 2024

Verisk is using generative artificial intelligence (AI) to enhance operational efficiencies and profitability for insurance clients while adhering to its ethical AI principles. Conversational AI assistants are rapidly transforming customer and employee support.

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Generative AI Artificial Inteligence Technical Review Development Team Review 110

AWS Machine Learning - AI

APRIL 18, 2024

Tools like Terraform and AWS CloudFormation are pivotal for such transitions, offering infrastructure as code (IaC) capabilities that define and manage complex cloud environments with precision. Traditionally, cloud engineers learning IaC would manually sift through documentation and best practices to write compliant IaC scripts.

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AWS Lambda Applications Generative AI 99

AWS Machine Learning - AI

MAY 31, 2024

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using the Amazon Web Services (AWS) tools without having to manage infrastructure. The following diagram depicts a high-level RAG architecture.

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