Serverless, Storage and System Design

Build a contextual text and image search engine for product recommendations using Amazon Bedrock and Amazon OpenSearch Serverless

AWS Machine Learning - AI

APRIL 3, 2024

In this post, we show how to build a contextual text and image search engine for product recommendations using the Amazon Titan Multimodal Embeddings model , available in Amazon Bedrock , with Amazon OpenSearch Serverless. Store embeddings into the Amazon OpenSearch Serverless as the search engine. Review and prepare the dataset.

Serverless

Serverless Artificial Inteligence Engineering Generative AI

Journey to Event Driven – Part 3: The Affinity Between Events, Streams and Serverless

Confluent

FEBRUARY 27, 2019

With serverless being all the rage, it brings with it a tidal change of innovation. or invest in a vendor-agnostic layer like the serverless framework ? or invest in a vendor-agnostic layer like the serverless framework ? What is more, as the world adopts the event-driven streaming architecture, how does it fit with serverless?

Serverless

Serverless Lambda AWS Systems Review

Build an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and AWS CloudFormation

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. He specializes in generative AI, machine learning, and system design. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

Knowledge Base

Knowledge Base AWS Generative AI Artificial Inteligence

Webinars

Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

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High-performance computing on AWS

Xebia

AUGUST 29, 2023

Key features of AWS Batch Efficient Resource Management: AWS Batch automatically provisions the required resources, such as compute instances and storage, based on job requirements. This enables you to build end-to-end workflows that leverage the full range of AWS capabilities for data processing, storage, and analytics.

AWS

AWS Performance Storage Linux

How Mixbook used generative AI to offer personalized photo book experiences

AWS Machine Learning - AI

JULY 15, 2024

The raw photos are stored in Amazon Simple Storage Service (Amazon S3). Aurora MySQL serves as the primary relational data storage solution for tracking and recording media file upload sessions and their accompanying metadata. S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves.

Generative AI

Generative AI Artificial Inteligence AWS Technical Review

Build an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and the AWS CDK

AWS Machine Learning - AI

AUGUST 28, 2024

By using the AWS CDK, the solution sets up the necessary resources, including an AWS Identity and Access Management (IAM) role, Amazon OpenSearch Serverless collection and index, and knowledge base with its associated data source. He specializes in generative AI, machine learning, and system design.

Knowledge Base

Knowledge Base AWS Generative AI Artificial Inteligence

Automate emails for task management using Amazon Bedrock Agents, Amazon Bedrock Knowledge Bases, and Amazon Bedrock Guardrails

AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure.

Knowledge Base

Knowledge Base Generative AI Technical Review AWS

Create a generative AI-based application builder assistant using Amazon Bedrock Agents

AWS Machine Learning - AI

OCTOBER 24, 2024

The agent can recommend software and architecture design best practices using the AWS Well-Architected Framework for the overall system design. Recommend AWS best practices for system design with the AWS Well-Architected Framework guidelines. Create, associate, and ingest data into the two knowledge bases.

Generative AI

Generative AI Artificial Inteligence Applications Knowledge Base

What is CSPM?

Lacework

DECEMBER 7, 2022

Initially, companies flocked to the cloud for its cheap, abundant compute and storage. Now however, the cloud has become the default operating system that organizations rely on to run their businesses and develop new products and services. containers, Kubernetes, or serverless functions). So, what is CSPM? Excessive permissions.

Software Review

Software Review Compliance Weak Development Team Systems Review

Striving for the Application Development Specialization with Google Cloud Platform

Perficient

JUNE 27, 2024

System Design & Architecture: Solutions are architected leveraging GCP’s scalable and secure infrastructure. Detailed design documents outline the system architecture, ensuring a clear blueprint for development. The secure program management system enhanced user experience and operational efficiency.

Google Cloud

Google Cloud Applications Cloud Automotive

Import a question answering fine-tuned model into Amazon Bedrock as a custom model

AWS Machine Learning - AI

SEPTEMBER 30, 2024

To leverage this feature you can run the import process (covered later in the blog) with your model weights being in Amazon Simple Storage Service (Amazon S3). This training job reads the dataset from Amazon Simple Storage Service (Amazon S3) and writes the model back into Amazon S3.

Artificial Inteligence

Artificial Inteligence Generative AI AWS Software Review

Cybersecurity Snapshot: Insights on Hive Ransomware, Supply Chain Security, Risk Metrics, Cloud Security

Tenable

NOVEMBER 25, 2022

Ensure your cloud databases and storage are properly secured with strong authentication requirements and properly configured. Misconfiguration and exploitation of serverless and container workloads. Cloud storage data exfiltration. ICS networking visibility and monitoring that helps to understand systems interactions.

Metrics

Metrics Cloud Backup Software Review

Import a fine-tuned Meta Llama 3 model for SQL query generation on Amazon Bedrock

AWS Machine Learning - AI

AUGUST 1, 2024

The complete flow is shown in the following figure and it covers the following steps: The user invokes a SageMaker training job to fine-tune the model using QLoRA and store the weights in an Amazon Simple Storage Service (Amazon S3) bucket in the user’s account. This step will run Steps 3–5 automatically.

Artificial Inteligence

Artificial Inteligence Generative AI AWS Artificial Intelligence

Journey to Event Driven – Part 2: Programming Models for the Event-Driven Architecture

Confluent

FEBRUARY 13, 2019

Rather, we apply different event planes to provide orthogonal aspects of system design such as core functionality, operations and instrumentation. To determine which partition is used for storage, the key is mapped into a key space. This is how we think about system design and architecture. Interested in more?

Architecture

Architecture Programming Microservices Serverless

The Cloud Cost-Conscious Conundrum

taos

JULY 18, 2017

Given these regional requirements for data storage, securing data within a country or continent is not done without a physical presence. Whether network, storage or compute; public clouds offer a considerable amount of infrastructure as a service (IaaS) components which can replace an entire traditional data center.

Cloud

Cloud Part-Time VPE Data Center Technical Review

Reinvent personalization with generative AI on Amazon Bedrock using task decomposition for agentic workflows

AWS Machine Learning - AI

SEPTEMBER 18, 2024

For the frontend developer LLM, we also use system design-related materials (in our case, design guidelines) so the frontend developer builds the website described by the personalizer LLM while applying the rules in the design guidelines. The response from the personalizer LLM is divided into two paths by a regex method.

Generative AI

Generative AI Artificial Inteligence Fractional CTO Guidelines

Technology Trends for 2022

O'Reilly Media - Ideas

JANUARY 25, 2022

Finally, last year we observed that serverless appeared to be keeping pace with microservices. While microservices shows healthy growth, serverless is one of the few topics in this group to see a decline—and a large one at that (41%). Solid year-over-year growth and heavy usage is exactly what we’d expect to see. That’s no longer true.

Trends

Trends Technical Review Technology Artificial Inteligence

CTO Universe

Build a contextual text and image search engine for product recommendations using Amazon Bedrock and Amazon OpenSearch Serverless

Journey to Event Driven – Part 3: The Affinity Between Events, Streams and Serverless

Build an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and AWS CloudFormation

Webinars

High-performance computing on AWS

How Mixbook used generative AI to offer personalized photo book experiences

Build an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and the AWS CDK

Automate emails for task management using Amazon Bedrock Agents, Amazon Bedrock Knowledge Bases, and Amazon Bedrock Guardrails

Create a generative AI-based application builder assistant using Amazon Bedrock Agents

What is CSPM?

Striving for the Application Development Specialization with Google Cloud Platform

Import a question answering fine-tuned model into Amazon Bedrock as a custom model

Cybersecurity Snapshot: Insights on Hive Ransomware, Supply Chain Security, Risk Metrics, Cloud Security

Import a fine-tuned Meta Llama 3 model for SQL query generation on Amazon Bedrock

Journey to Event Driven – Part 2: Programming Models for the Event-Driven Architecture

The Cloud Cost-Conscious Conundrum

Reinvent personalization with generative AI on Amazon Bedrock using task decomposition for agentic workflows

Technology Trends for 2022

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