CIO

AUGUST 19, 2024

Yet as organizations figure out how generative AI fits into their plans, IT leaders would do well to pay close attention to one emerging category: multiagent systems. Agents come in many forms, many of which respond to prompts humans issue through text or speech. A similar approach to infrastructure can help.

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Generative AI Artificial Inteligence Organization Technical Review 215

CIO

NOVEMBER 19, 2024

Generative AI (GenAI) is rapidly emerging as a game changer for enterprises, but turning its potential into measurable value remains a significant challenge. Scalability issues Failing: AI solutions that work in controlled environments may struggle to scale effectively in real-world conditions.

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Generative AI Compliance How To Scalability 205

AWS Machine Learning - AI

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. To move faster, enterprises need robust operating models and a holistic approach that simplifies the generative AI lifecycle.

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Generative AI AWS Artificial Inteligence Enterprise 108

AWS Machine Learning - AI

NOVEMBER 22, 2023

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 generative AI has appeared in previous events, this year we’re taking it to the next level. This year, learn about LLMOps, not just MLOps!

Generative AI 127

Generative AI Artificial Inteligence AWS Machine Learning 127

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. This pattern achieves a statically stable architecture, which is a resiliency best practice.

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Generative AI Disaster Recovery Artificial Inteligence AWS 129

AWS Machine Learning - AI

APRIL 16, 2024

Generative artificial intelligence (AI) is transforming the customer experience in industries across the globe. The biggest concern we hear from customers as they explore the advantages of generative AI is how to protect their highly sensitive data and investments.

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Generative AI AWS Artificial Inteligence Infrastructure 131

AWS Machine Learning - AI

MAY 17, 2024

Generative AI is a type of artificial intelligence (AI) that can be used to create new content, including conversations, stories, images, videos, and music. Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs).

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Generative AI Artificial Inteligence Systems Review Software Review 130

AWS Machine Learning - AI

NOVEMBER 15, 2024

With the QnABot on AWS (QnABot), integrated with Microsoft Azure Entra ID access controls, Principal launched an intelligent self-service solution rooted in generative AI. Generative AI models (for example, Amazon Titan) hosted on Amazon Bedrock were used for query disambiguation and semantic matching for answer lookups and responses.

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Generative AI AWS Groups Artificial Inteligence 120

AWS Machine Learning - AI

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. In the context of Amazon Bedrock , observability and evaluation become even more crucial.

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Generative AI Applications AWS Knowledge Base 105

AWS Machine Learning - AI

JULY 3, 2024

Generative AI and transformer-based large language models (LLMs) have been in the top headlines recently. These models demonstrate impressive performance in question answering, text summarization, code, and text generation. The imperative for regulatory oversight of large language models (or generative AI) in healthcare.

Artificial Inteligence 121

Artificial Inteligence Generative AI Lambda Healthcare 121

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.

Generative AI 122

Generative AI Artificial Inteligence Advertising Technical Review 122

CIO

AUGUST 7, 2023

Hardly a day goes by without some new business-busting development on generative AI surfacing in the media. And, in fact, McKinsey research argues the future could indeed be dazzling, with gen AI improving productivity in customer support by up to 40%, in software engineering by 20% to 30%, and in marketing by 10%.

Generative AI 147

Generative AI Off-The-Shelf Architecture Infrastructure 147

AWS Machine Learning - AI

MAY 30, 2024

Generative artificial intelligence (AI) has unlocked fresh opportunities for these use cases. In this post, we introduce the Media Analysis and Policy Evaluation solution, which uses AWS AI and generative AI services to provide a framework to streamline video extraction and evaluation processes.

Generative AI 133

Generative AI Policies Video AWS 133

AWS Machine Learning - AI

JUNE 18, 2024

This post explores how generative AI can make working with business documents and email attachments more straightforward. The solution covers two steps to deploy generative AI for email automation: Data extraction from email attachments and classification using various stages of intelligent document processing (IDP).

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Generative AI Artificial Inteligence AWS Technical Review 116

AWS Machine Learning - AI

JULY 15, 2024

The inference pipeline is powered by an AWS Lambda -based multi-step architecture, which maximizes cost-efficiency and elasticity by running independent image analysis steps in parallel. And now, with the new AWS generative AI capabilities, we are able to blow our customers minds with creative power they never thought possible.

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Generative AI Artificial Inteligence AWS Technical Review 119

CIO

DECEMBER 13, 2023

Generative AI and Foundational Models – Building on applied AI and industrializing machine learning, generative AI has emerged as a powerful force across industries. – It takes assistive technology to new heights, reducing application development time and empowering non-technical users. – Generative AI is expected to contribute up to $4.4

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Generative AI Trends Machine Learning Artificial Inteligence 179

AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Many commercial generative AI solutions available are expensive and require user-based licenses.

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Generative AI Video Engineering Artificial Inteligence 107

AWS Machine Learning - AI

AUGUST 26, 2024

The rise of foundation models (FMs), and the fascinating world of generative AI that we live in, is incredibly exciting and opens doors to imagine and build what wasn’t previously possible. Users can input audio, video, or text into GenASL, which generates an ASL avatar video that interprets the provided data.

Generative AI 117

Generative AI AWS 3D Video 117

AWS Machine Learning - AI

NOVEMBER 1, 2024

As enterprises increasingly embrace generative AI , they face challenges in managing the associated costs. With demand for generative AI applications surging across projects and multiple lines of business, accurately allocating and tracking spend becomes more complex.

Generative AI 129

Generative AI AWS Artificial Inteligence Budget 129

AWS Machine Learning - AI

OCTOBER 2, 2024

Large enterprises are building strategies to harness the power of generative AI across their organizations. Managing bias, intellectual property, prompt safety, and data integrity are critical considerations when deploying generative AI solutions at scale.

Generative AI 115

Generative AI Artificial Inteligence AWS Government 115

AWS Machine Learning - AI

JANUARY 4, 2024

Generative AI has opened up a lot of potential in the field of AI. We are seeing numerous uses, including text generation, code generation, summarization, translation, chatbots, and more. Architecture patterns Let’s look at some architecture patterns that can be implemented for a text to SQL workflow.

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Generative AI Artificial Inteligence Enterprise Data 134

CIO

OCTOBER 13, 2023

Generative AI is quickly changing the landscape of the business world, with rapid adoption rates across nearly every industry. Businesses are turning to gen AI to streamline business processes, develop proprietary AI technology, and reduce manual efforts in order to free up employees to take on more intensive tasks.

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Generative AI Company Machine Learning Artificial Inteligence 215

AWS Machine Learning - AI

FEBRUARY 6, 2024

Accenture built a regulatory document authoring solution using automated generative AI that enables researchers and testers to produce CTDs efficiently. By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format.

Generative AI 122

Generative AI AWS Lambda Technical Review 122

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 123

CIO

AUGUST 8, 2024

The process would start with an overhaul of large on-premises or on-cloud applications and platforms, focused on migrating everything to the latest tech architecture. Only then, could those data points be converted into a unified view of the customer, albeit one that would be out-of-date the moment a new interaction occurred.

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Generative AI Innovation Artificial Inteligence Business Transformation 196

CIO

OCTOBER 3, 2024

Rather than pull away from big iron in the AI era, Big Blue is leaning into it, with plans in 2025 to release its next-generation Z mainframe , with a Telum II processor and Spyre AI Accelerator Card, positioned to run large language models (LLMs) and machine learning models for fraud detection and other use cases.

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Artificial Inteligence Generative AI Machine Learning Enterprise 210

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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Generative AI Artificial Inteligence AWS Applications 111

AWS Machine Learning - AI

JUNE 18, 2024

More than 170 tech teams used the latest cloud, machine learning and artificial intelligence technologies to build 33 solutions. Qiong (Jo) Zhang , PhD, is a Senior Partner Solutions Architect at AWS, specializing in AI/ML. Her current areas of interest include federated learning, distributed training, and generative AI.

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Generative AI Artificial Inteligence Technical Review AWS 119

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 Engineering Artificial Inteligence Travel 130

AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. In the following sections, we explain how to deploy this architecture.

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Generative AI Lambda Applications AWS 120

AWS Machine Learning - AI

SEPTEMBER 6, 2024

In this post, we illustrate how Vidmob , a creative data company, worked with the AWS Generative AI Innovation Center (GenAIIC) team to uncover meaningful insights at scale within creative data using Amazon Bedrock. Use case overview Vidmob aims to revolutionize its analytics landscape with generative AI.

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Generative AI Artificial Inteligence Data AWS 117

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Members are forced to learn and adapt to the system’s structure and terminology, rather than the system being designed to understand their natural language questions and provide relevant information seamlessly. A pre-configured prompt template is used to call the LLM and generate a user-friendly summarized response to the original question.

Generative AI 125

Generative AI Healthcare Artificial Inteligence Insurance 125

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 132

CIO

JUNE 21, 2023

Generative AI is changing the world of work, with AI-powered workflows now slated to streamline customer service, employee experience, IT, and other fields. One report estimates that 4,000 positions were eliminated by AI in May alone. Her point is that AI or generative AI isn’t a silver bullet.

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Generative AI Innovation Artificial Inteligence Technical Advisors 158

AWS Machine Learning - AI

NOVEMBER 13, 2024

Recognizing this need, we have developed a Chrome extension that harnesses the power of AWS AI and generative AI services, including Amazon Bedrock , an AWS managed service to build and scale generative AI applications with foundation models (FMs). Chiara Relandini is an Associate Solutions Architect at AWS.

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Generative AI AWS Lambda Authentication 120

AWS Machine Learning - AI

MAY 21, 2024

For several years, we have been actively using machine learning and artificial intelligence (AI) to improve our digital publishing workflow and to deliver a relevant and personalized experience to our readers. These applications are a focus point for our generative AI efforts.

Generative AI 123

Generative AI Artificial Inteligence AWS Advertising 123

AWS Machine Learning - AI

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Use case overview Using generative AI, we built Account Summaries by seamlessly integrating both structured and unstructured data from diverse sources.

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Generative AI AWS Artificial Inteligence Technical Review 120