AWS Machine Learning - AI

OCTOBER 29, 2024

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 assessing the quality and relevance of the generated outputs, enabling continual improvement. versions, catering to different programming preferences.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

MAY 2, 2025

The following diagram illustrates the solution architecture on AWS. Image capture and storage with Amplify and Amazon S3 After being authenticated, the user can capture an image of a scene, item, or scenario they wish to recall words from. In this architecture, the frontend of the word finding app is hosted on Amplify.

Generative AI 95

Generative AI AWS Lambda Authentication 95

CIO

NOVEMBER 14, 2024

Our digital transformation has coincided with the strengthening of the B2C online sales activity and, from an architectural point of view, with a strong migration to the cloud,” says Vibram global DTC director Alessandro Pacetti. It’s a change fundamentally based on digital capabilities.

Cloud 179

Cloud Technical Review Data B2C 179

AWS Machine Learning - AI

MARCH 14, 2025

Although automated metrics are fast and cost-effective, they can only evaluate the correctness of an AI response, without capturing other evaluation dimensions or providing explanations of why an answer is problematic. Human evaluation, although thorough, is time-consuming and expensive at scale.

Knowledge Base 106

Knowledge Base Applications Artificial Inteligence Generative AI 106

Infinidat

DECEMBER 16, 2021

The Top Storage Trends for 2022. As 2021 heads to the finish line, we look at the storage market to see an exciting 2022 right around the corner. Understanding these enterprise storage trends will give you an advantage and help you formulate your strategic IT plan going forward. Adriana Andronescu. Thu, 12/16/2021 - 04:00.

Storage 106

Storage Trends Data Center Systems Review 106

Perficient

NOVEMBER 26, 2024

The Model-View-ViewModel (MVVM) architectural pattern is widely adopted in Android app development. Unit testing each layer in an MVVM architecture offers numerous benefits: Early Bug Detection: Identify and fix issues before they propagate to other parts of the app. Data Storage: Test how the Repository stores and retrieves data.

Testing 80

Testing Software Review Authentication Analysis 80

AWS Machine Learning - AI

JANUARY 13, 2025

The architecture seamlessly integrates multiple AWS services with Amazon Bedrock, allowing for efficient data extraction and comparison. The following diagram illustrates the solution architecture. These challenges highlighted the need for a more streamlined and efficient approach to the submission and review process.

Education 112

Education Report Technical Review Generative AI 112

Netflix Tech

MAY 9, 2025

This blog post delves into the architectural evolution and technical decisions that underpin our Ads event processing pipeline. This transient storage service stores metadata for each Ad served, and upon callback, event handler would read the tracking information to relay information to the vendors.

Metrics 71

Metrics Advertising Weak Development Team Systems Review 71

Apiumhub

JULY 16, 2023

In their thought-provoking presentation titled “Pragmatic Approach to Architecture Metrics” at GSAS’22 organized by Apiumhub , Sonya Natanzon, and Vlad Khononov delivered valuable insights. The success of software architecture hinges upon its adaptability to meet evolving business requirements. Code Coverage 2.

Metrics 70

Metrics Architecture Software Review Systems Review 70

AWS Machine Learning - AI

OCTOBER 29, 2024

All of this data is centralized and can be used to improve metrics in scenarios such as sales or call centers. We walk through the key components and services needed to build the end-to-end architecture, offering example code snippets and explanations for each critical element that help achieve the core functionality.

Generative AI 111

Generative AI Video Engineering Artificial Inteligence 111

AWS Machine Learning - AI

NOVEMBER 15, 2024

Model monitoring of key NLP metrics was incorporated and controls were implemented to prevent unsafe, unethical, or off-topic responses. The first data source connected was an Amazon Simple Storage Service (Amazon S3) bucket, where a 100-page RFP manual was uploaded for natural language querying by users.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

OverOps

MAY 7, 2019

It seems like everyone is into microservices these days, and monolith architectures are slowly fading into obscurity. In monolithic applications, it is reflected in the separation of Presentation, Business and Data Layers in a typical 3-tier architecture. Editor’s Note: This post was originally published on May 5, 2016.

Microservices 256

Microservices Weak Development Team Architecture SDLC 256

AWS Machine Learning - AI

MARCH 13, 2025

MaestroQA also offers a logic/keyword-based rules engine for classifying customer interactions based on other factors such as timing or process steps including metrics like Average Handle Time (AHT), compliance or process checks, and SLA adherence. The following architecture diagram demonstrates the request flow for AskAI.

Generative AI 113

Generative AI CTO Coach AWS Artificial Inteligence 113

AWS Machine Learning - AI

APRIL 9, 2025

By monitoring utilization metrics, organizations can quantify the actual productivity gains achieved with Amazon Q Business. Tracking metrics such as time saved and number of queries resolved can provide tangible evidence of the services impact on overall workplace productivity.

Weak Development Team 92

Weak Development Team Metrics AWS Systems Review 92

AWS Machine Learning - AI

MARCH 13, 2025

Model Variants The current DeepSeek model collection consists of the following models: DeepSeek-V3 An LLM that uses a Mixture-of-Experts (MoE) architecture. These models retain their existing architecture while gaining additional reasoning capabilities through a distillation process. meta-llama/Llama-3.2-11B-Vision-Instruct

Artificial Inteligence 109

Artificial Inteligence AWS Machine Learning Load Balancer 109

CIO

APRIL 1, 2025

Using Zero Trust Architecture (ZTA), we rely on continuous authentication, least privilege access, and micro-segmentation to limit data exposure. He also stands by DLP protocol, which monitors and restricts unauthorized data transfers, and prevents accidental exposure via email, cloud storage, or USB devices.

Data 88

Data Authentication Compliance Artificial Inteligence 88

AWS Machine Learning - AI

NOVEMBER 7, 2024

You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. A centralized service that exposes APIs for common prompt-chaining architectures to your tenants can accelerate development. As a result, building such a solution is often a significant undertaking for IT teams.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

MARCH 3, 2025

Tuning model architecture requires technical expertise, training and fine-tuning parameters, and managing distributed training infrastructure, among others. These recipes are processed through the HyperPod recipe launcher, which serves as the orchestration layer responsible for launching a job on the corresponding architecture.

Artificial Inteligence 100

Artificial Inteligence Generative AI AWS Training 100

AWS Machine Learning - AI

NOVEMBER 13, 2024

The following diagram illustrates the solution architecture: The steps of the solution include: Upload data to Amazon S3 : Store the product images in Amazon Simple Storage Service (Amazon S3). Distance metric : Select Euclidean. In this post, you will use OpenSearch Serverless as the vector database for the image embeddings.

AWS 115

AWS Engineering Serverless eCommerce 115

AWS Machine Learning - AI

MARCH 7, 2025

In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline. Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. The following diagram illustrates the solution architecture.

Generative AI 104

Generative AI Technical Review Insurance Policies 104

TechCrunch

JUNE 1, 2022

Essentially, Coralogix allows DevOps and other engineering teams a way to observe and analyze data streams before they get indexed and/or sent to storage, giving them more flexibility to query the data in different ways and glean more insights faster (and more cheaply because doing this pre-indexing results in less latency).

Analytics 246

Analytics DevOps Storage Business Intelligence 246

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 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. Overview of solution The first thing to consider is that different metrics require different computation considerations.

Artificial Inteligence 140

Artificial Inteligence AWS Lambda Metrics 140

Xebia

FEBRUARY 23, 2025

In many companies, data is spread across different storage locations and platforms, thus, ensuring effective connections and governance is crucial. And data.world ([link] a company that we are particularly interested in because of their knowledge graph architecture. Poor data quality automatically results in poor decisions.

Trends 130

Trends Data Artificial Inteligence Weak Development Team 130

Ivanti

FEBRUARY 24, 2025

But without enforceable standards and metrics, its difficult for IT and security leaders to assess whether and how vendors are carrying out this secure by design approach. You look at the solutions entire architecture and consider security in all areas, such as architecture design, storage, connectivity, usage, and so on.

Security 49

Security Software Metrics Architecture 49

Honeycomb

APRIL 16, 2025

ZIRP was in full bloom, infrastructures were comparatively simpler (and thus cheaper), and a lot of people were pursuing a best of breed tooling strategy where they tried to pick the best tracing tool, best metrics tool, best APM, best RUM, etc., even if they were all from different vendors. All of which drove up costs.

Weak Development Team 105

Weak Development Team Systems Review Software Review Technical Review 105

AWS Machine Learning - AI

MARCH 20, 2025

Traditionally, documents from portals, email, or scans are stored in Amazon Simple Storage Service (Amazon S3) , requiring custom logic to split multi-document packages. This architecture enhances automated data processing, efficient retrieval, and seamless real-time access to insights.

Data 117

Data Generative AI Artificial Inteligence Compliance 117

TechCrunch

OCTOBER 7, 2021

The underlying large-scale metrics storage technology they built was eventually open sourced as M3. Mao and co-founder Rob Skillington (CTO) founded Chronosphere on the back of early work that they started at Uber, where they built an observability platform very specific to Uber’s needs as a business.

Cloud 209

Cloud Sport Open Source Machine Learning 209

AWS Machine Learning - AI

MARCH 3, 2025

Hybrid architecture with AWS Local Zones To minimize the impact of network latency on TTFT for users regardless of their locations, a hybrid architecture can be implemented by extending AWS services from commercial Regions to edge locations closer to end users. This is illustrated in the following figure.

AWS 84

AWS Artificial Inteligence Technical Review Systems Review 84

CIO

JANUARY 20, 2023

According to a recent IDC whitepaper , leaders saw on average two and a half times better results than other organizations in many business metrics. Data formats and data architectures are often inconsistent, and data might even be incomplete. Most organizations don’t end up with data lakes, says Orlandini.

Data 203

Data Compliance Architecture Technical Review 203

Netflix Tech

FEBRUARY 14, 2025

Architecture Overview The first pivotal step in managing impressions begins with the creation of a Source-of-Truth (SOT) dataset. The enriched data is seamlessly accessible for both real-time applications via Kafka and historical analysis through storage in an Apache Iceberg table.

Systems Review 66

Systems Review Technical Review Data Metrics 66

CIO

OCTOBER 23, 2023

With the paradigm shift from the on-premises data center to a decentralized edge infrastructure, companies are on a journey to build more flexible, scalable, distributed IT architectures, and they need experienced technology partners to support the transition.

Sustainability 190

Sustainability Data Center Technical Review Energy 190

AWS Machine Learning - AI

MARCH 11, 2025

DeepSeek-R1 uses a Mixture of Experts (MoE) architecture and is 671 billion parameters in size. The MoE architecture allows activation of 37 billion parameters, enabling efficient inference by routing queries to the most relevant expert clusters. For more details, see Metrics for monitoring Amazon SageMaker AI with Amazon CloudWatch.

Artificial Inteligence 79

Artificial Inteligence AWS Generative AI Metrics 79

CloudGeometry

MARCH 3, 2022

Second, there is no one-size-fits-all SaaS architecture (the second principle is a corollary of the first). The challenge is to build common ground between business and architecture so as to translate business assumptions into critical technical solution inputs. This is known as a unit metric.

Metrics 130

Metrics Architecture Cloud Strategy 130

Netflix Tech

APRIL 27, 2023

A few years ago, we were paged by our SRE team due to our Metrics Alerting System falling behind — critical application health alerts reached engineers 45 minutes late! Hence, we started down the path of alert evaluation via real-time streaming metrics.

Metrics 119

Metrics Systems Review Storage Weak Development Team 119

CIO

JULY 18, 2022

A key challenge with organizational alignment is communicating across all departments the goals, metrics, and benefits of a process or function. The recognition of data’s value to a business has led to many metrics and measures focused on data and its quality. Departmental or individual recognition and rewards.

Data 158

Data Metrics Culture Transportation 158

Cloudera

JULY 19, 2023

Introduction Ozone is an Apache Software Foundation project to build a distributed storage platform that caters to the demanding performance needs of analytical workloads, content distribution, and object storage use cases. Cisco has multiple reference architectures for running Ozone.

Storage 70

Storage Performance Hardware Architecture 70