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Understanding REST API: A comprehensive guide

Data Science Dojo

In this blog post, we will explore REST API in detail, including its definition, components, benefits, and best practices. REST (Representational State Transfer) is an architectural style that defines a set of constraints for creating web services. What is REST API? Code on Demand : REST API supports the execution of code on demand.

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Create a multimodal chatbot tailored to your unique dataset with Amazon Bedrock FMs

AWS Machine Learning Blog

Solution overview For our custom multimodal chat assistant, we start by creating a vector database of relevant text documents that will be used to answer user queries. This script can be acquired directly from Amazon S3 using aws s3 cp s3://aws-blogs-artifacts-public/artifacts/ML-16363/deploy.sh. us-east-1 or bash deploy.sh

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Innovating at speed: BMW’s generative AI solution for cloud incident analysis

AWS Machine Learning Blog

Or was the database password for the central subscription service rotated again? It requires checking many systems and teams, many of which might be failing, because theyre interdependent. Architecture Tool The Architecture Tool uses C4 diagrams to provide a comprehensive view of the systems architecture.

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Transforming financial analysis with CreditAI on Amazon Bedrock: Octus’s journey with AWS

AWS Machine Learning Blog

It was built using a combination of in-house and external cloud services on Microsoft Azure for large language models (LLMs), Pinecone for vectorized databases, and Amazon Elastic Compute Cloud (Amazon EC2) for embeddings. This integrated workflow provides efficient query processing while maintaining response quality and system reliability.

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Near instant replication with highly available, redundant systems—across several miles

IBM Journey to AI blog

LBaaS, VSI, VMwaaS, SAP, distributed databases, cloud storage volumes, cloud security— cloud computing brings a delicious alphabet soup of possibilities to the table when it comes to system architecture.

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Build a dynamic, role-based AI agent using Amazon Bedrock inline agents

AWS Machine Learning Blog

To understand how this dynamic role-based functionality works under the hood, lets examine the following system architecture diagram. As shown in preceding architecture diagram, the system works as follows: The end-user logs in and is identified as either a manager or an employee.

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Automating product description generation with Amazon Bedrock

AWS Machine Learning Blog

The system architecture comprises several core components: UI portal – This is the user interface (UI) designed for vendors to upload product images. Product database – The central repository stores vendor products, images, labels, and generated descriptions. This could be any database of your choice.

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