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 123

Case Study Artificial Inteligence Study Generative AI 123

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. These four capabilities together define the Enterprise Data Cloud.

Scalability 94

Scalability Data Technical Review Analytics 94

The Crazy Programmer

OCTOBER 8, 2021

Before we move to the comparison table to cover the difference between relational vs non-relational databases. These are the databases that are not ideal for hierarchical data storage. These databases are suitable for the hierarchical storage of the company’s data because here, these databases support the key-value method.

Comparison 147

Comparison Scalability Budget Storage 147

AWS Machine Learning - AI

SEPTEMBER 26, 2024

To accelerate iteration and innovation in this field, sufficient computing resources and a scalable platform are essential. High-quality video datasets tend to be massive, requiring substantial storage capacity and efficient data management systems. This integration brings several benefits to your ML workflow.

Case Study 119

Case Study Video Training Scalability 119

AWS Machine Learning - AI

MARCH 7, 2025

Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. Quality of summary The quality assessment starts with confirming that the correct documents are picked for comparison. Vaibhav Singh is a Product Innovation Analyst at Verisk, based out of New Jersey. Tarik Makota is a Sr.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

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. Multiple specialized Amazon Simple Storage Service Buckets (Amazon S3 Bucket) store different types of outputs.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

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.

Generative AI 92

Generative AI Artificial Inteligence Metrics AWS 92

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

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 103

Knowledge Base Applications Artificial Inteligence Generative AI 103

ParkMyCloud

JUNE 19, 2020

and also use premium storage. The sizes in this series offer a combination of memory, temporary storage, and vCPU that best fits b est for enterprise applications, relational databases, in-memory caching, and analytics. This series’ sizes feature premium storage disks and run on 2.1, Dv3-series . With expanded memory (from ~3.5

Azure 64

Azure Comparison Storage Virtualization 64

Cloudera

NOVEMBER 9, 2023

Cloudera Operational Database (COD) is a high-performance and highly scalable operational database designed for powering the biggest data applications on the planet at any scale. We tested for two cloud storages, AWS S3 and Azure ABFS. of worker nodes: 20 (m5.2xlarge) (Storage as HDFS with HDD) Apache HBase on S3 No.

Storage 74

Storage Performance Cloud Azure 74

Kaseya

MAY 13, 2021

As the name suggests, a cloud service provider is essentially a third-party company that offers a cloud-based platform for application, infrastructure or storage services. In a public cloud, all of the hardware, software, networking and storage infrastructure is owned and managed by the cloud service provider. What Is a Public Cloud?

Google Cloud 122

Google Cloud Azure AWS Cloud 122

AWS Machine Learning - AI

APRIL 9, 2025

In contrast, more complex questions might require the application to summarize a lengthy dissertation by performing deeper analysis, comparison, and evaluation of the research results. This hybrid approach combines the scalability and flexibility of semantic search with the precision and context-awareness of classifier LLMs.

Artificial Inteligence 129

Artificial Inteligence Generative AI AWS Applications 129

TechCrunch

NOVEMBER 28, 2022

Cofactr is a logistics and supply chain tech company that provides scalable warehousing and procurement for electronics manufacturers. “A challenge we had, and saw reflected in the processes of our clients, was that building and scaling hardware felt incredibly laborious in comparison to software.

Hardware 194

Hardware Software Review Technical Review Systems Review 194

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. 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.

Backup 115

Backup Azure Software Review Architecture 115

CIO

JULY 16, 2024

The widely varied formats of the data, the vast array of storage locations and techniques, and the sheer volume of unstructured data make it nearly impossible to query with a standard query model. As much as 90% of an organization’s data is unstructured. Unstructured data poses a significant challenge for AI uses.

Data 158

Data Artificial Inteligence Generative AI Machine Learning 158

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. For workloads requiring enhanced security, AWS CloudHSM offers hardware-based key storage.

Azure 52

Azure AWS Comparison Technical Review 52

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. How can multi-cloud optimize costs, efficiency, and scalability? transformation?

Strategy 130

Strategy Cloud Technical Review Development Team Review 130

AWS Machine Learning - AI

MARCH 13, 2025

Amazon SageMaker AI provides a managed way to deploy TGI-optimized models, offering deep integration with Hugging Faces inference stack for scalable and cost-efficient LLM deployment. 11B-Vision-Instruct ) or Simple Storage Service (S3) URI containing the model files. 12xlarge suitable for performance comparison. 24xlarge.

Artificial Inteligence 107

Artificial Inteligence AWS Machine Learning Load Balancer 107

Infinidat

NOVEMBER 11, 2019

Treat Storage as Black Boxes to Optimize Infrastructure Designs. Gartner, with the publication of their 2019 Magic Quadrant for Primary Storage , which includes both Solid-State Arrays (a.k.a. Table 1 - Storage Array Product Attractiveness. . Drew Schlussel. Mon, 11/11/2019 - 9:42pm. See Table 2 below. ?.

Storage 13

Storage Infrastructure Architecture Disaster Recovery 13

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. Know your company’s data storage rules. Integrations and software support. Main weaknesses.

Continuous Integration 90

Continuous Integration Comparison Weak Development Team Tools 90

Cloudera

OCTOBER 15, 2021

As organizations wrangle with the explosive growth in data volume they are presented with today, efficiency and scalability of storage become pivotal to operating a successful data platform for driving business insight and value. Performance comparison between Apache Ozone and S3 API*. which contains Hadoop 3.1.1, ZooKeeper 3.5.5

Performance 87

Performance Cloud Analytics Storage 87

Infinidat

NOVEMBER 4, 2021

You may be thinking I’m talking about the McLaren Spider sports car, but I’m actually referring to the InfiniBox SSA™ platform, a storage system publicly announced in June that delivers the industry’s highest performance for the most demanding enterprise applications. It meets the most intensive, enterprise-class storage requirements.

Performance 98

Performance Systems Review Technical Review Sport 98

Infinidat

DECEMBER 15, 2020

De-Risking Enterprise Storage Upgrades (Part 2). The first part of this blog post discussed common design approaches in enterprise storage that are used to de-risk upgrades. Most of the systems Infinidat sells are used to consolidate the workloads of two, three and sometimes as many as four other legacy enterprise storage arrays.

Storage 52

Storage Enterprise Software Review Technical Review 52

Infinidat

DECEMBER 15, 2020

De-Risking Enterprise Storage Upgrades (Part 2). The first part of this blog post discussed common design approaches in enterprise storage that are used to de-risk upgrades. Most of the systems Infinidat sells are used to consolidate the workloads of two, three and sometimes as many as four other legacy enterprise storage arrays.

Storage 52

Storage Enterprise Software Review Technical Review 52

Sunflower Lab

JULY 21, 2023

Handling Expansion Efficiently SaaS apps and web applications consider scalability as an important factor when building a SaaS product. Additionally, scalability enables enterprises to respond swiftly to market ups and downs, adapt to transforming user needs, and heighten their competitiveness.

Scalability 52

Scalability Applications Enterprise VR 52

Netflix Tech

MAY 4, 2023

The first phase involves validating functional correctness, scalability, and performance concerns and ensuring the new systems’ resilience before the migration. Comparison After normalizing, we diff the responses on the two sides and check whether we have matching or mismatching responses.

Comparison 139

Comparison Testing Metrics Analysis 139

Xebia

APRIL 27, 2023

A VM is the virtualization/emulation of a physical computer with its operating system, CPU, memory, storage and network interface, which are provisioned virtually. Its goal is to automate container deployment, scalability, monitoring, and management. Hypervisor software separates the virtual machine’s resources from the host hardware.

Linux 130

Linux Software Review Technical Review Virtualization 130

AWS Machine Learning - AI

DECEMBER 14, 2023

We introduce the concept of Spaces and explain how JupyterLab Spaces enable flexible customization of compute, storage, and runtime resources to improve your ML workflow efficiency. A Space represents a combination of a compute instance, storage, and other runtime configurations. Reconfigure the compute, storage, or runtime.

Generative AI 125

Generative AI Tools Artificial Inteligence Software Review 125

John Snow Labs

APRIL 29, 2025

It also uses a secured on-premises infrastructure to store and manage data on local storage. Ideal Use Case Teams needing scalable annotation pipelines for mixed media with strong quality assurance and customizable interfaces. It also supports text classification, NER, audio transcription, and PDF annotation.

Artificial Inteligence 52

Artificial Inteligence Training Tools Generative AI 52

Cloudera

SEPTEMBER 9, 2021

The cloud-native consumption model delivers lower cloud infrastructure TCO versus both on-premises and IaaS deployments of Apache HBase by employing a) elastic compute resources b) cloud-native design patterns for high-availability and c) cost efficient object storage as the primary storage layer. Elastic Compute.

Storage 95

Storage Azure Technical Review Database Administration 95

Altexsoft

MARCH 18, 2021

Cloud data warehouses such as Snowflake, Redshift, and BigQuery also support ELT, as they separate storage and compute resources and are highly scalable. This stage applies to loading data into a target data storage system so that users can access it. ELT vs ETL: detailed head-to-head comparison.

Systems Review 109

Systems Review Technical Review Software Review Big Data 109

Cloudera

MAY 18, 2021

Second, since IaaS deployments replicated the on-premises HDFS storage model, they resulted in the same data replication overhead in the cloud (typical 3x), something that could have mostly been avoided by leveraging modern object store. Storage costs. Technology and infrastructure costs . Cloudera subscription and compute costs.

Cloud 86

Cloud Technical Review Storage Backup 86

ParkMyCloud

MARCH 13, 2020

AWS offers several EBS volume types that you can use for your storage needs. Amazon Elastic Block Store (EBS) is AWS’s block-level, persistent local storage solution for Amazon EC2. Amazon Simple Storage Service (S3) – general purpose object store for user-generated content, active archive, serverless, etc. What is EBS?

AWS 57

AWS Storage Comparison Big Data 57

Mobilunity

MARCH 25, 2025

It also provides insights into each language’s cost, performance, and scalability implications. Given its clear syntax, integration capabilities, extensive libraries with pre-built modules, and cross-platform compatibility, it has remained at the top for fast development, scalability, and versatility.

Software Review 40

Software Review Software Development Software Development 40

Xebia

OCTOBER 23, 2024

A typical scenario for ADF involves retrieving data from a database and storing it as files in an online blob storage, which applications can utilize downstream. We do this by: Making a split between what we want to do and how we want to do it: What we want to do: Move data from a data store to a storage container at a specific schedule.

Azure 130

Azure Software Review Technical Review Resources 130

Netflix Tech

FEBRUARY 13, 2023

Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. This feature store is equipped with a data replication system that enables copying data to different storage solutions depending on the required access patterns.

Machine Learning 119

Machine Learning Artificial Inteligence Media Video 119