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Achieve multi-Region resiliency for your conversational AI chatbots with Amazon Lex

Achieve multi-Region resiliency for your conversational AI chatbots with Amazon Lex

Global Resiliency is a new Amazon Lex capability that enables near real-time replication of your Amazon Lex V2 bots in a second AWS Region. When you activate this feature, all resources, versions, and aliases associated after activation will be synchronized across the chosen Regions. With Global Resiliency, the replicated bot resources and aliases in the …

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Create and fine-tune sentence transformers for enhanced classification accuracy

Create and fine-tune sentence transformers for enhanced classification accuracy

Sentence transformers are powerful deep learning models that convert sentences into high-quality, fixed-length embeddings, capturing their semantic meaning. These embeddings are useful for various natural language processing (NLP) tasks such as text classification, clustering, semantic search, and information retrieval. In this post, we showcase how to fine-tune a sentence transformer specifically for classifying an Amazon …

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From idea to impact: Real-world success stories of building intelligent apps with Azure

From idea to impact: Real-world success stories of building intelligent apps with Azure

In this new age of AI, businesses across industries are recognizing the power of intelligent apps to drive innovation and maintain a competitive edge. By harnessing cloud-native technologies and AI-powered tools, companies are modernizing their applications, creating new experiences for their users, and creating new revenue streams. This blog explores the benefits of modernizing and …

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Empower your generative AI application with a comprehensive custom observability solution

Empower your generative AI application with a comprehensive custom observability solution

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. Observability refers to the ability to understand the internal state and behavior of a system by analyzing its outputs, logs, and metrics. Evaluation, on the other hand, involves …

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Automate Amazon Bedrock batch inference: Building a scalable and efficient pipeline

Automate Amazon Bedrock batch inference: Building a scalable and efficient pipeline

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

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Azure at GitHub Universe: New tools to help simplify AI app development

Azure at GitHub Universe: New tools to help simplify AI app development

AI has reset our expectations of what technology can achieve. From transforming how we explore the cosmos to enabling doctors to provide personalized care and making business functions operate more intelligently, it all comes down to you—the developer—to turn this potential into reality. As developers, you’re experiencing a dramatic shift in what you build and …

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Build a video insights and summarization engine using generative AI with Amazon Bedrock

Build a video insights and summarization engine using generative AI with Amazon Bedrock

Professionals in a wide variety of industries have adopted digital video conferencing tools as part of their regular meetings with suppliers, colleagues, and customers. These meetings often involve exchanging information and discussing actions that one or more parties must take after the session. The traditional way to make sure information and actions aren’t forgotten is …

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Automate document processing with Amazon Bedrock Prompt Flows (preview)

Automate document processing with Amazon Bedrock Prompt Flows (preview)

Enterprises in industries like manufacturing, finance, and healthcare are inundated with a constant flow of documents—from financial reports and contracts to patient records and supply chain documents. Historically, processing and extracting insights from these unstructured data sources has been a manual, time-consuming, and error-prone task. However, the rise of intelligent document processing (IDP), which uses …

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Governing the ML lifecycle at scale: Centralized observability with Amazon SageMaker and Amazon CloudWatch

Governing the ML lifecycle at scale: Centralized observability with Amazon SageMaker and Amazon CloudWatch

This post is part of an ongoing series on governing the machine learning (ML) lifecycle at scale. To start from the beginning, refer to Governing the ML lifecycle at scale, Part 1: A framework for architecting ML workloads using Amazon SageMaker. A multi-account strategy is essential not only for improving governance but also for enhancing …

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Accelerate scale with Azure OpenAI Service Provisioned offering

Accelerate scale with Azure OpenAI Service Provisioned offering

In today’s fast-evolving digital landscape, enterprises need more than just powerful AI models—they need AI solutions that are adaptable, reliable, and scalable. With upcoming availability of Data Zones and new enhancements to Provisioned offering in Azure OpenAI Service, we are taking a big step forward in making AI broadly available and also enterprise-ready. These features …

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