AWS Machine Learning - AI

DECEMBER 4, 2024

They have structured data such as sales transactions and revenue metrics stored in databases, alongside unstructured data such as customer reviews and marketing reports collected from various channels. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

Generative AI 104

Generative AI Applications Technical Review Software Review 104

Martin Fowler

MARCH 5, 2019

In my recent client engagement, I foresaw that serverless architecture was a perfect fit. The idea of adopting serverless architecture, though, didn’t fly to our client well due to the fear of vendor lock-in. Let’s have a look into an example of building an event-driven architecture. generic cloud usage.

Technical Review 41

Technical Review Serverless Systems Review Retail 41

AWS Machine Learning - AI

APRIL 9, 2025

For example, consider a text summarization AI assistant intended for academic research and literature review. For instance, consider an AI-driven legal document analysis system designed for businesses of varying sizes, offering two primary subscription tiers: Basic and Pro. This is illustrated in the following figure.

Artificial Inteligence 123

Artificial Inteligence Generative AI AWS Applications 123

AWS Machine Learning - AI

JANUARY 22, 2025

Security teams in highly regulated industries like financial services often employ Privileged Access Management (PAM) systems to secure, manage, and monitor the use of privileged access across their critical IT infrastructure. However, the capturing of keystrokes into a log is not always an option.

Generative AI 108

Generative AI Video Analysis Technical Review 108

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. Monitoring – Monitors system performance and user activity to maintain operational reliability and efficiency.

Knowledge Base 100

Knowledge Base Generative AI Technical Review Lambda 100

AWS Machine Learning - AI

APRIL 23, 2025

Archival data in research institutions and national laboratories represents a vast repository of historical knowledge, yet much of it remains inaccessible due to factors like limited metadata and inconsistent labeling. The following diagram illustrates the solution architecture. To address these challenges, a U.S.

Artificial Inteligence 66

Artificial Inteligence Open Source AWS Serverless 66

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

Serverless 130

Serverless Generative AI Google Cloud Technical Review 130

James Shore

MAY 31, 2021

To share your thoughts, join the AoAD2 open review mailing list. Evolutionary System Architecture. What about your system architecture? By system architecture, I mean all the components that make up your deployed system. When you do, you get evolutionary system architecture.

System Architecture 94

System Architecture Architecture Systems Review System 94

AWS Machine Learning - AI

OCTOBER 29, 2024

Use case overview The organization in this scenario has noticed that during customer calls, some actions often get skipped due to the complexity of the discussions, and that there might be potential to centralize customer data to better understand how to improve customer interactions in the long run.

Generative AI 109

Generative AI Video Engineering Artificial Inteligence 109

CIO

MAY 8, 2024

This helps reduce the points of failure due to human intervention. This is crucial for extracting insights from text-based data sources like social media feeds, customer reviews, and emails. Serverless data integration The rise of serverless computing has also transformed the data integration landscape. billion by 2025.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

Palo Alto Networks

OCTOBER 22, 2024

According to the Unit 42 Cloud Threat Report : The rate of cloud migration shows no sign of slowing down—from $370 billion in 2021, with predictions to reach $830 billion in 2025—with many cloud-native applications and architectures already having had time to mature. Q explains: That's the user of the cloud…that's your responsibility.

Cloud 105

Cloud Artificial Inteligence Software Review Systems Review 105

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 109

Serverless Lambda AWS Systems Review 109

AWS Machine Learning - AI

NOVEMBER 7, 2024

API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 111

Generative AI AWS Enterprise Artificial Inteligence 111

AWS Machine Learning - AI

NOVEMBER 22, 2024

Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. We can also quickly integrate flows with our applications using the SDK APIs for serverless flow execution — without wasting time in deployment and infrastructure management.

Generative AI 115

Generative AI Artificial Inteligence Knowledge Base AWS 115

AWS Machine Learning - AI

APRIL 22, 2025

The absence of such a system hinders effective knowledge sharing and utilization, limiting the overall impact of events and workshops. Reviewing lengthy recordings to find specific information is time-consuming and inefficient, creating barriers to knowledge retention and sharing.

Media 73

Media Knowledge Base AWS Systems Review 73

AWS Machine Learning - AI

DECEMBER 11, 2024

In the same spirit of using generative AI to equip our sales teams to most effectively meet customer needs, this post reviews how weve delivered an internally-facing conversational sales assistant using Amazon Q Business. The following screenshot shows an example of an interaction with Field Advisor.

AWS 99

AWS Generative AI Technical Review Artificial Inteligence 99

AWS Machine Learning - AI

MAY 17, 2024

This involves building a human-in-the-loop process where humans play an active role in decision making alongside the AI system. Example overview To illustrate this example, consider a retail company that allows purchasers to post product reviews on their website. For most reviews, the system auto-generates a reply using an LLM.

Generative AI 135

Generative AI Artificial Inteligence Systems Review Software Review 135

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. We use Amazon OpenSearch Serverless as a vector database for storing embeddings generated by the Amazon Titan Multimodal Embeddings model.

Serverless 127

Serverless Artificial Inteligence Engineering Generative AI 127

Xebia

MAY 21, 2024

This involves updating existing systems to take advantage of modern cloud-native architectures, technologies, and best practices, which always follow the six Pillars of AWS Well Architecture Framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 130

AWS Strategy Serverless Microservices 130

Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions.

Serverless 68

Serverless Azure AWS Architecture 68

AWS Machine Learning - AI

NOVEMBER 22, 2023

RAG is a framework for improving the quality of text generation by combining an LLM with an information retrieval (IR) system. The LLM generated text, and the IR system retrieves relevant information from a knowledge base. An OpenSearch Serverless collection. A SageMaker execution role with access to OpenSearch Serverless.

Artificial Inteligence 119

Artificial Inteligence Serverless Engineering Machine Learning 119

Mobilunity

APRIL 22, 2025

It leads to faster, more reliable software releases and improved system stability. Drives quick issue resolution and system improvements with continuous feedback loops. NoOps is supported by modern technologies such as Infrastructure as Code (IaC), AI-driven monitoring, and serverless architectures. Tool Overload.

DevOps 40

DevOps Software Review Development Team Review Technical Review 40

AWS Machine Learning - AI

APRIL 9, 2025

Its essential for admins to periodically review these metrics to understand how users are engaging with Amazon Q Business and identify potential areas of improvement. We begin with an overview of the available metrics and how they can be used for measuring user engagement and system effectiveness.

Weak Development Team 77

Weak Development Team Metrics AWS Systems Review 77

AWS Machine Learning - AI

MAY 31, 2024

This means that individuals can ask companies to erase their personal data from their systems and from the systems of any third parties with whom the data was shared. The following diagram depicts a high-level RAG architecture. Who does GDPR apply to?

Knowledge Base 129

Knowledge Base Artificial Inteligence AWS Serverless 129

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we evaluate different generative AI operating model architectures that could be adopted. It encompasses a range of measures aimed at mitigating risks, promoting accountability, and aligning generative AI systems with ethical principles and organizational objectives.

Generative AI 85

Generative AI Organization Enterprise Artificial Inteligence 85

AWS Machine Learning - AI

FEBRUARY 11, 2025

Amazon Q Business , a new generative AI-powered assistant, can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in an enterprises systems. The following diagram illustrates an example architecture for ingesting data through an endpoint interfacing with a large corpus.

Knowledge Base 90

Knowledge Base Lambda Enterprise AWS 90

Datavail

AUGUST 4, 2021

The AWS Auto Scaling feature lets you define rules to automatically adjust your capacity, so the system never goes down due to heavy demand. Before executing any cloud migration, organizations need to perform due diligence and develop a clear strategy. Refactoring applications by changing their architecture for the cloud.

AWS 98

AWS Technical Review Analytics Development Team Review 98

Trigent

APRIL 7, 2022

serverless. Enter serverless computing. By adhering to some basic rules, services and applications can be deployed onto serverless systems. Of course, this is a significantly simplified explanation, and the systems are way more complicated. If things failed, it was NOT due to provisioning and capacity.

Serverless 52

Serverless Cloud Architecture Software Review 52

AWS Machine Learning - AI

OCTOBER 15, 2024

In the following sections, we walk you through constructing a scalable, serverless, end-to-end Public Speaking Mentor AI Assistant with Amazon Bedrock, Amazon Transcribe , and AWS Step Functions using provided sample code. The following diagram shows our solution architecture. The system prompt instructs the Anthropic Claude 3.5

Generative AI 122

Generative AI Virtualization Technical Advisors AWS 122

AWS Machine Learning - AI

MARCH 3, 2025

Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance. This architecture supports processing an arbitrary number of images of varying sizes within a large context window of 128k tokens. License agreements are a critical decision factor when using open-weights models.

Insurance 96

Insurance AWS eCommerce Software Review 96

CIO

NOVEMBER 29, 2023

that make migration to another platform difficult due to the complexity of recreating all of that on a new platform. Architectural lock-in is when the application relies on multiple managed services from the cloud provider. And review and adjust licensing agreements as needed.

Cloud 187

Cloud Technical Review Software Review Systems Review 187

Altexsoft

JANUARY 14, 2021

From simple mechanisms for holding data like punch cards and paper tapes to real-time data processing systems like Hadoop, data storage systems have come a long way to become what they are now. When reviewing BI tools , we described several data warehouse tools. Data warehouse architecture. Is it still so?

Backup 115

Backup Azure Software Review Architecture 115

AWS Machine Learning - AI

MAY 30, 2024

In this blog, we walkthrough the architectural components, evaluation criteria for the components selected by Vitech and the process flow of user interaction within VitechIQ. Prompt engineering Prompt engineering is crucial for the knowledge retrieval system. The following diagram shows the solution architecture.

Artificial Inteligence 127

Artificial Inteligence Technical Review Development Team Review Software Review 127

AWS Machine Learning - AI

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses. The following diagram illustrates the high-level RAG architecture.

Knowledge Base 121

Knowledge Base Artificial Inteligence Applications Lambda 121

Prisma Clud

JUNE 20, 2023

Even more interesting is the diversity of these workloads, notably serverless and platform as a service (PaaS) workloads, which account for 36% of cloud-based workloads , signifying their growing importance in modern technology landscapes. Their expertise and diligence are indispensable alongside DevOps and security teams.

Cloud 105

Cloud Development Team Review Serverless Linux 105

CIO

JANUARY 31, 2024

Use more efficient processes and architectures Boris Gamazaychikov, senior manager of emissions reduction at SaaS provider Salesforce, recommends using specialized AI models to reduce the power needed to train them. “Is We see it as a recruiting and retention factor.” This results in a reduction of power consumption, he says.

Sustainability 202

Sustainability Data Center Energy Artificial Intelligence 202

CIO

JULY 26, 2022

The PGA of America is building a world-class resort with multiple golf courses and retail shops near Dallas, due to be complete next year. Many of these next-generation projects are on track due to the organization’s decision to go all-in to the public cloud well before the pandemic hit. The PGA’s cloud push.

CTO Coach 147

CTO Coach Technical Review Cloud Nonprofit 147