AWS Machine Learning - AI

NOVEMBER 12, 2024

Agmatix is an Agtech company pioneering data-driven solutions for the agriculture industry that harnesses advanced AI technologies, including generative AI, to expedite R&D processes, enhance crop yields, and advance sustainable agriculture. This post is co-written with Etzik Bega from Agmatix.

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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 126

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.

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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 103

AWS Machine Learning - AI

OCTOBER 15, 2024

Now, with the advent of large language models (LLMs), you can use generative AI -powered virtual assistants to provide real-time analysis of speech, identification of areas for improvement, and suggestions for enhancing speech delivery. The generative AI capabilities of Amazon Bedrock efficiently process user speech inputs.

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AWS Machine Learning - AI

JULY 15, 2024

It offers flexible capacity options, ranging from serverless on one end to reserved provisioned instances for predictable long-term use on the other. 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 115

Dzone - DevOps

NOVEMBER 3, 2023

But text-to-image conversion typically involves deploying an end-to-end machine learning solution, which is quite resource-intensive. What if this capability was an API call away, thereby making the process simpler and more accessible for developers?

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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 115

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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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 112

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. Storm serves as the front end for Nova, our serverless content management system (CMS).

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Generative AI Artificial Inteligence AWS Advertising 120

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. A multimodal embeddings model is designed to learn joint representations of different modalities like text, images, and audio.

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AWS Machine Learning - AI

JUNE 21, 2024

To accomplish this, eSentire built AI Investigator, a natural language query tool for their customers to access security platform data by using AWS generative artificial intelligence (AI) capabilities. AI Investigator has also saved eSentire significant analyst time.

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Artificial Inteligence Generative AI AWS Serverless 113

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

JULY 29, 2024

In Part 3 , we demonstrate how business analysts and citizen data scientists can create machine learning (ML) models, without code, in Amazon SageMaker Canvas and deploy trained models for integration with Salesforce Einstein Studio to create powerful business applications.

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Generative AI Artificial Inteligence Applications AWS 112

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.

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AWS Machine Learning - AI

APRIL 11, 2024

Looking back at AWS re:Invent 2023 , Jensen Huang, founder and CEO of NVIDIA, chatted with AWS CEO Adam Selipsky on stage, discussing how NVIDIA and AWS are working together to enable millions of developers to access powerful technologies needed to rapidly innovate with generative AI.

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Generative AI AWS Artificial Inteligence Innovation 112

AWS Machine Learning - AI

SEPTEMBER 3, 2024

That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help. In this post, we demonstrate how to leverage the new EMR Serverless integration with SageMaker Studio to streamline your data processing and machine learning workflows.

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Serverless AWS Artificial Inteligence Big Data 106

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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AWS Machine Learning - AI

SEPTEMBER 17, 2024

This data is used to enrich the generative AI prompt to deliver more context-specific and accurate responses without continuously retraining the FM, while also improving transparency and minimizing hallucinations. An OpenSearch Serverless vector search collection provides a scalable and high-performance similarity search capability.

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Generative AI AWS Applications Serverless 84

AWS Machine Learning - AI

OCTOBER 21, 2024

Generative AI adoption among various industries is revolutionizing different types of applications, including image editing. However, by using various AWS services, you can quickly deploy a serverless solution to edit images. However, by using various AWS services, you can quickly deploy a serverless solution to edit images.

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Serverless Applications Lambda AWS 87

AWS Machine Learning - AI

NOVEMBER 22, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

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Generative AI AWS Applications Artificial Inteligence 82

AWS Machine Learning - AI

MAY 13, 2024

This is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API. It’s serverless, so you don’t have to manage any infrastructure.

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AWS Machine Learning - AI

NOVEMBER 22, 2024

Companies across all industries are harnessing the power of generative AI to address various use cases. Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications.

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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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AWS Machine Learning - AI

NOVEMBER 6, 2024

In this post, we share how Hearst , one of the nation’s largest global, diversified information, services, and media companies, overcame these challenges by creating a self-service generative AI conversational assistant for business units seeking guidance from their CCoE. Steven has been AWS Professionally certified for over 8 years.

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Generative AI Government Technical Review Innovation 97

AWS Machine Learning - AI

AUGUST 5, 2024

Prerequisites To implement the solution provided in this post, you should have the following: An active AWS account and familiarity with FMs, Amazon Bedrock, and OpenSearch Serverless. About the Authors Sandeep Singh is a Senior Generative AI Data Scientist at Amazon Web Services, helping businesses innovate with generative AI.

Knowledge Base 119

Knowledge Base AWS Generative AI Artificial Inteligence 119

Cloudera

OCTOBER 31, 2023

Our vision is to make it easier, more economical, and safer for our customers to maximize the value they get from AI. In this post, we share our vision and the integrations that are available to our customers on Cloudera Data Platform with generative AI on AWS.

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Generative AI Artificial Inteligence AWS Innovation 102

AWS Machine Learning - AI

OCTOBER 1, 2024

Although AI chatbots have been around for years, recent advances of large language models (LLMs) like generative AI have enabled more natural conversations. Chatbots are proving useful across industries, handling both general and industry-specific questions. We also provide a sample chatbot application.

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Serverless Artificial Inteligence AWS Software Review 79

AWS Machine Learning - AI

OCTOBER 24, 2024

Amazon Bedrock Agents helps you accelerate generative AI application development by orchestrating multistep tasks. The generative AI–based application builder assistant from this post will help you accomplish tasks through all three tiers. Delete the knowledge bases.

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AWS Machine Learning - AI

NOVEMBER 22, 2023

The financial service (FinServ) industry has unique generative AI requirements related to domain-specific data, data security, regulatory controls, and industry compliance standards. We also use Vector Engine for Amazon OpenSearch Serverless (currently in preview) as the vector data store to store embeddings.

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Artificial Inteligence Serverless Engineering Generative AI 110

AWS Machine Learning - AI

AUGUST 21, 2024

Amazon SageMaker Canvas is a no-code machine learning (ML) service that empowers business analysts and domain experts to build, train, and deploy ML models without writing a single line of code. Athena is a serverless, interactive analytics service that provides a simplified and flexible way to analyze petabytes of data where it lives.

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Artificial Inteligence Machine Learning Government Software Review 109

AWS Machine Learning - AI

OCTOBER 4, 2024

In the generative AI era, agents that simulate human actions and behaviors are emerging as a powerful tool for enterprises to create production-ready applications. We use the Titan Multimodal Embeddings model to embed each product image and store them in Amazon OpenSearch Serverless for future retrieval.

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Fashion Generative AI Applications AWS 98

AWS Machine Learning - AI

APRIL 23, 2024

Aligning generative AI applications with this framework is essential for several reasons, including providing scalability, maintaining security and privacy, achieving reliability, optimizing costs, and streamlining operations. Knowledge Bases for Amazon Bedrock provides an option for using OpenSearch Serverless as a vector store.

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Knowledge Base Scalability Applications Generative AI 121

AWS Machine Learning - AI

MAY 9, 2024

In this post, we describe the development of the customer support process in FAST incorporating generative AI, the data, the architecture, and the evaluation of the results. Conversational AI assistants are rapidly transforming customer and employee support.

Generative AI 130

Generative AI Artificial Inteligence Technical Review Development Team Review 130

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. We also learned architecture patterns from basic prompt engineering to fine-tuning and RAG.

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AWS Machine Learning - AI

SEPTEMBER 26, 2024

Generative AI is a modern form of machine learning (ML) that has recently shown significant gains in reasoning, content comprehension, and human interaction. But first, let’s revisit some basic concepts around Retrieval Augmented Generation (RAG) applications.

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Artificial Inteligence Generative AI Knowledge Base AWS 99