AWS Machine Learning - AI

APRIL 10, 2025

We conducted a comprehensive comparison study between model customization and RAG using the latest Amazon Nova models, and share these valuable insights. This post offers a comprehensive comparison of RAG and fine-tuning, clarifying their strengths, limitations, and contexts where each approach delivers the best performance.

Case Study 122

Case Study Artificial Inteligence Study Generative AI 122

Cloudera

NOVEMBER 22, 2021

In legacy analytical systems such as enterprise data warehouses, the scalability challenges of a system were primarily associated with computational scalability, i.e., the ability of a data platform to handle larger volumes of data in an agile and cost-efficient way. How Cloudera Data Platform (CDP) Addresses Scalability Challenges.

Scalability 94

Scalability Data Technical Review Analytics 94

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. The following diagram illustrates the solution architecture. Quality of summary The quality assessment starts with confirming that the correct documents are picked for comparison.

Generative AI 97

Generative AI Technical Review Insurance Policies 97

AWS Machine Learning - AI

SEPTEMBER 26, 2024

To accelerate iteration and innovation in this field, sufficient computing resources and a scalable platform are essential. In this post, we share an ML infrastructure architecture that uses SageMaker HyperPod to support research team innovation in video generation.

Case Study 119

Case Study Video Training Scalability 119

Perficient

APRIL 29, 2025

Its flexibility and scalability make it an ideal choice for businesses and organizations seeking to create unique digital experiences. and TypeScript-based architecture ensures fast and robust performance. Scalability: Since Strapi is built on Node.js, it can scale and perform efficiently.

Wireless 52

Wireless eCommerce Authentication Comparison 52

AWS Machine Learning - AI

APRIL 23, 2025

Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. The following diagram illustrates the solution architecture. Key architectural decisions drive both performance and cost optimization.

Artificial Inteligence 66

Artificial Inteligence Open Source AWS Serverless 66

John Snow Labs

APRIL 30, 2025

Integrated with Spark NLP , our models offer scalable, transparent, and domain-adapted solutions that surpass black-box commercial APIs in medical NLP tasks. Our approach surpasses traditional negation detection by addressing the full spectrum of assertion types , ensuring scalable, accurate, and efficient clinical NLP applications.

Artificial Inteligence 52

Artificial Inteligence Azure Technical Review Software Review 52

Dzone - DevOps

DECEMBER 16, 2024

Microservices architecture has reshaped the way we design and build software, emphasizing scalability, maintainability, and agility. In this article, we delve into a detailed comparison to help you determine which framework best suits your needs.

Microservices 98

Microservices Comparison Scalability Agile 98

Perficient

DECEMBER 18, 2024

Comparison with Context API Context API Overview The Context API is a built-in React feature used for sharing state globally without prop drilling. While powerful, it can be verbose and complex for managing even simple state scenarios. While simple to use, it is not optimized for frequent state updates.

Comparison 52

Comparison Architecture Applications Examples 52

AWS Machine Learning - AI

MARCH 20, 2025

The Asure team was manually analyzing thousands of call transcripts to uncover themes and trends, a process that lacked scalability. Staying ahead in this competitive landscape demands agile, scalable, and intelligent solutions that can adapt to changing demands. Architecture The following diagram illustrates the solution architecture.

Generative AI 87

Generative AI Artificial Inteligence Metrics AWS 87

Perficient

MARCH 11, 2025

IaC enables developers to define infrastructure configurations using code, ensuring consistency, automation, and scalability. Scalability: Easily replicate infrastructure across multiple environments and regions. Automation: Automatic provisioning and updating of infrastructure, reducing manual intervention.

AWS 52

AWS Software Review Systems Review Policies 52

AWS Machine Learning - AI

APRIL 30, 2025

This advancement makes sophisticated agent architectures more accessible and economically viable across a broader range of applications and scales of deployment. We show the latency and output speed comparison for different models in the following figure. Compared to Llama 3.1 405B, Llama 3.2 3B and Llama 3.1

Artificial Inteligence 112

Artificial Inteligence Generative AI AWS Training 112

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. 12xlarge suitable for performance comparison.

Artificial Inteligence 103

Artificial Inteligence AWS Machine Learning Load Balancer 103

CIO

OCTOBER 20, 2023

In comparison, a multicloud-by-design model helps overcome the challenges that may arise while operating a multicloud environment. Multicloud by Design: Making Multicloud Simple Many organisations ended up using multicloud by adopting various cloud platforms in a piecemeal manner which can lead to a siloed and complex IT environment.

Cloud 193

Cloud Disaster Recovery Agile Infrastructure 193

AWS Machine Learning - AI

APRIL 16, 2025

This challenge is further compounded by concerns over scalability and cost-effectiveness. The following diagram is the solution architecture. If the model architecture is supported in the LoRAX documentation, you can specify a bucket name to pull the weights from, as shown in the following code example.

Artificial Inteligence 97

Artificial Inteligence Generative AI AWS Storage 97

The Crazy Programmer

OCTOBER 8, 2021

The benefit of using non-relational databases is that these databases can store the data and process those without modifying the architecture. Before we move to the comparison table to cover the difference between relational vs non-relational databases. Scalability. Relational vs Non-Relational Database. Image Source.

Comparison 147

Comparison Scalability Budget Storage 147

TechCrunch

FEBRUARY 28, 2023

They will be given guidance on piecing together their tech architecture. Sequoia, in comparison, is offering up to $3 million. Workshops will teach founders about how to think about the total addressable market. Another will help them build mental models for when to switch from chasing growth to improving unit economics.

Technical Review 252

Technical Review Development Team Review Software Review Quality Assurance 252

Netflix Tech

APRIL 17, 2019

It’s a nice building with good architecture! However, a more scalable approach would be to begin with a new foundation and begin a new building. However, a more scalable approach would be to begin with a new foundation and begin a new building. The facilities are modern, spacious and scalable. What is SVT-AV1?

Open Source 66

Open Source Scalability Video Testing 66

CIO

SEPTEMBER 14, 2022

To cater for continued flux, growth, scalability, security, and cost control. Diagram: illustrates migration criteria and impact comparisons from different stakeholder groups, mapping criteria to a level of confidence. All of that before we even think about managing data.

Cloud 171

Cloud Infrastructure Applications Scalability 171

AWS Machine Learning - AI

MARCH 14, 2025

For each conversation, you can examine the input prompt, generated response, number of retrieved chunks, ground truth comparison, and most importantly, the detailed score explanation from the evaluator model. Selecting specific score ranges in the histogram reveals detailed conversation analyses.

Knowledge Base 99

Knowledge Base Applications Artificial Inteligence Generative AI 99

Altexsoft

JANUARY 14, 2021

We’ll review all the important aspects of their architecture, deployment, and performance so you can make an informed decision. Before jumping into the comparison of available products right away, it will be a good idea to get acquainted with the data warehousing basics first. Data warehouse architecture.

Backup 115

Backup Azure Software Review Architecture 115

Altexsoft

FEBRUARY 19, 2019

While on-premises services benefit building process flexibility, hosted solutions spare the setup hardships offering greater scalability. To get a brief overview of the CI tools, take a look at the following table of comparison. Integrations and software support. How well is a CI tool integrated with other software used in development?

Continuous Integration 90

Continuous Integration Comparison Weak Development Team Tools 90

Netflix Tech

MAY 4, 2023

When undertaking system migrations, one of the main challenges is establishing confidence and seamlessly transitioning the traffic to the upgraded architecture without adversely impacting the customer experience. Comparison After normalizing, we diff the responses on the two sides and check whether we have matching or mismatching responses.

Comparison 138

Comparison Testing Metrics Analysis 138

AWS Machine Learning - AI

APRIL 21, 2025

Prompt effectiveness is not only determined by the prompt quality, but also by its interaction with the specific language model, depending on its architecture and training data. Scalability: As LLMs find applications in a growing number of use cases, the number of required prompts and the complexity of the language models continue to rise.

Artificial Inteligence 77

Artificial Inteligence Groups Applications Innovation 77

OTS Solutions

NOVEMBER 26, 2023

Multi-cloud is important because it reduces vendor lock-in and enhances flexibility, scalability, and resilience. It is crucial to consider factors such as security, scalability, cost, and flexibility when selecting cloud providers. Also Read: How mobile apps and cloud accelerating Industry 4.0 transformation?

Strategy 130

Strategy Cloud Technical Review Development Team Review 130

Altexsoft

OCTOBER 24, 2019

The focus of this material is to provide information about the business value of each architectural and conceptual approach to building a warehouse. The difference between a usual data warehouse and an enterprise one is in a much wider architectural diversity and functionality. Enterprise Data Warehouse Architecture.

Architecture 50

Architecture Enterprise Data Technical Review 50

AWS Machine Learning - AI

OCTOBER 8, 2024

In this post, we collaborate with the team working on PyTorch at Meta to showcase how the torchtitan library accelerates and simplifies the pre-training of Meta Llama 3-like model architectures. Introduction to torchtitan torchtitan is a reference architecture for large-scale LLM training using native PyTorch.

Training 77

Training Architecture Artificial Inteligence AWS 77

CIO

FEBRUARY 1, 2023

The “unanticipated” costs of not doing the prep work are legion: egress charges, (semi-) failed moves, moving the wrong things/combinations at the wrong times, failure to capture service costs pre-move for comparison, and so many more. 2 Do they have enterprise architecture expertise?

Cloud 167

Cloud Technical Advisors Fractional CTO Data Center 167

Perficient

MARCH 23, 2023

In this article, we will compare Databricks Streaming and Apache Flink to understand the underlying architecture, performance, scalability, latency and fault tolerance characteristics as well as programming model differences between them.

Data 83

Data Machine Learning Artificial Inteligence Data Engineering 83

Openxcell

FEBRUARY 8, 2023

It is built to be scalable, light, and quick. The most significant ones that are relevant to backend and service-based architectures are shown below. It is perfect for use in containers Microservice architecture frequently uses containers in collaboration with it. ing systems. So, basically,Net Core has everything you need.

.Net 52

.Net Comparison Windows Open Source 52

Cloudera

MAY 13, 2021

but have you really examined the stream processing engines out there in a side-by-side comparison to make sure? Our Choose the Right Stream Processing Engine for Your Data Needs whitepaper makes those comparisons for you, so you can quickly and confidently determine which engine best meets your key business requirements.

Engineering 102

Engineering Comparison Open Source Scalability 102

Mobilunity

JANUARY 6, 2025

Its shared responsibility model, advanced encryption, threat detection, and global compliance capabilities make it a popular choice for projects looking for scalability and flexibility without compromising security. This is especially useful for enterprise apps, hybrid cloud architectures, and data-intensive workloads.

Azure 52

Azure AWS Comparison Technical Review 52

Dataiku

MARCH 25, 2024

In this blog post, we delve into the workings of M-LLMs, unraveling the intricacies of their architecture, with a particular focus on text and vision integration. Here is a figure showing a comparison of extraction from the same web document: Comparison between image-text pairs (left) and interleaved image-text documents (right).

Artificial Inteligence 132

Artificial Inteligence Architecture Training Virtualization 132

Infinidat

NOVEMBER 4, 2021

The comparison of the SSA model with a popular, high-end sports car is relevant, however, when answering the question of why an enterprise company would pick InfiniBox SSA vs. InfiniBox. The InfiniBox SSA is built on the same core architecture of InfiniBox. To borrow from the analogy used earlier, you’re in for quite a ride.

Performance 98

Performance Systems Review Technical Review Sport 98

Openxcell

DECEMBER 27, 2021

Conditional dependencies and app scalability were issues with the platform. The architecture allows them to scale up in response to increased demand for their services. is scalable because it uses a single-threaded design with event looping. server to respond non-blocking and scalable. They chose Node.js Single-threaded.

Comparison 52

Comparison Development MVC Software Review 52

Openxcell

DECEMBER 16, 2020

The flexible structure and scalability of React make it a better option for large-scale apps. It’s overall sound design and architecture makes it a popular JavaScript framework. Scalability . When it comes to front-end frameworks , scalability comes in two flavors. Vue vs React: Comparison. React uses virtual DOM.

Scalability 52

Scalability UI/UX Virtualization Software Review 52

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. Where does serverless come from?

Serverless 68

Serverless Azure AWS Architecture 68