AWS Machine Learning - AI

MARCH 4, 2025

To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. The solution incorporates the following key features: Using a Retrieval Augmented Generation (RAG) architecture, the system generates a context-aware detailed assessment.

Generative AI 120

Generative AI Technical Review Software Review Systems Review 120

CIO

AUGUST 9, 2023

In generative AI, data is the fuel, storage is the fuel tank and compute is the engine. All this data means that organizations adopting generative AI face a potential, last-mile bottleneck, and that is storage. Novel approaches to storage are needed because generative AI’s requirements are vastly different.

Generative AI 148

Generative AI Storage Scalability Technical Review 148

TechCrunch

JANUARY 9, 2023

” “Fungible’s technologies help enable high-performance, scalable, disaggregated, scaled-out data center infrastructure with reliability and security,” Girish Bablani, the CVP of Microsoft’s Azure Core division, wrote in a blog post.

Azure 282

Azure Data Center Data Storage 282

OTS Solutions

DECEMBER 4, 2023

Private cloud architecture is an increasingly popular approach to cloud computing that offers organizations greater control, security, and customization over their cloud infrastructure. What is Private Cloud Architecture? Why is Private Cloud Architecture important for Businesses?

Architecture 130

Architecture Cloud Disaster Recovery Scalability 130

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we explore how to deploy distilled versions of DeepSeek-R1 with Amazon Bedrock Custom Model Import, making them accessible to organizations looking to use state-of-the-art AI capabilities within the secure and scalable AWS infrastructure at an effective cost. 8B ) and DeepSeek-R1-Distill-Llama-70B (from base model Llama-3.3-70B-Instruct

Generative AI 132

Generative AI Artificial Inteligence AWS Technical Review 132

CIO

JUNE 23, 2023

And it’s the silent but powerful enabler—storage—that’s now taking the starring role. Storage is the key to enabling and democratizing AI, regardless of business size, location, or industry. That’s because data is rapidly growing in volume and complexity, making data storage and accessibility both vital and expensive.

Storage 148

Storage Data Artificial Inteligence Artificial Intelligence 148

CIO

SEPTEMBER 13, 2022

Most of Petco’s core business systems run on four InfiniBox® storage systems in multiple data centers. For the evolution of its enterprise storage infrastructure, Petco had stringent requirements to significantly improve speed, performance, reliability, and cost efficiency. Infinidat rose to the challenge.

Case Study 145

Case Study Storage Study Enterprise 145

TechCrunch

JUNE 28, 2022

Data centers with servers attached to solid-state drives (SSDs) can suffer from an imbalance of storage and compute. Either there’s not enough processing power to go around, or physical storage limits get in the way of data transfers, Lightbits Labs CEO Eran Kirzner explains to TechCrunch. ” Image Credits: Lightbits Labs.

Data 205

Data Storage Data Center Cloud 205

AWS Machine Learning - AI

OCTOBER 29, 2024

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. Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability.

Generative AI 111

Generative AI Video Engineering Artificial Inteligence 111

CIO

APRIL 9, 2025

VCF is a comprehensive platform that integrates VMwares compute, storage, and network virtualization capabilities with its management and application infrastructure capabilities. With Google Cloud, you can maximize the value of your VMware investments while benefiting from the scalability, security, and innovation of Googles infrastructure.

Google Cloud 88

Google Cloud Cloud Engineering Storage 88

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. Depending on the language model specifications, we need to adjust the amount of Amazon Elastic Block Store (Amazon EBS) storage to properly store the base model and adapter weights.

Artificial Inteligence 104

Artificial Inteligence Generative AI AWS Storage 104

CIO

JUNE 18, 2024

This piece looks at the control and storage technologies and requirements that are not only necessary for enterprise AI deployment but also essential to achieve the state of artificial consciousness. This architecture integrates a strategic assembly of server types across 10 racks to ensure peak performance and scalability.

Artificial Inteligence 167

Artificial Inteligence Storage Artificial Intelligence Hardware 167

CIO

MARCH 31, 2025

VMware Private AI Foundation brings together industry-leading scalable NVIDIA and ecosystem applications for AI, and can be customized to meet local demands. Broadcom high-performance storage solutions include fibre channel host bus adapters and NVMe solutions that provide fast, scalable storage solutions optimized for AI workloads.

Technical Review 117

Technical Review Artificial Inteligence Compliance Open Source 117

CIO

JANUARY 20, 2023

2] Foundational considerations include compute power, memory architecture as well as data processing, storage, and security. The most innovative unstructured data storage solutions are flexible and designed to be reliable at any scale without sacrificing performance.

Analytics 205

Analytics Artificial Inteligence Artificial Intelligence Hardware 205

CIO

APRIL 16, 2025

Digital tools are the lifeblood of todays enterprises, but the complexity of hybrid cloud architectures, involving thousands of containers, microservices and applications, frustratesoperational leaders trying to optimize business outcomes. A single view of all operations on premises and in the cloud.

Artificial Inteligence 88

Artificial Inteligence Artificial Intelligence Analysis Banking 88

Perficient

NOVEMBER 17, 2024

No single platform architecture can satisfy all the needs and use cases of large complex enterprises, so SAP partnered with a small handful of companies to enhance and enlarge the scope of their offering. It enables seamless and scalable access to SAP and non-SAP data with its business context, logic, and semantic relationships preserved.

Artificial Inteligence 59

Artificial Inteligence Machine Learning Architecture Analytics 59

AWS Machine Learning - AI

NOVEMBER 6, 2024

Limited scalability – As the volume of requests increased, the CCoE team couldn’t disseminate updated directives quickly enough. The team was stretched thin, and the traditional approach of relying on human experts to address every question was impeding the pace of cloud adoption for the organization.

Generative AI 115

Generative AI Government Technical Review Innovation 115

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 68

Artificial Inteligence Open Source AWS Serverless 68

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

TechCrunch

SEPTEMBER 27, 2021

As more enterprises migrate to cloud-based architectures, they are also taking on more applications (because they can) and, as a result of that, more complex workloads and storage needs. Machine learning and other artificial intelligence applications add even more complexity.

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Artificial Inteligence Applications Cloud Artificial Intelligence 246

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

Perficient

MARCH 16, 2023

Are you looking for a way to accelerate and scale your Event Driven Architecture in the cloud? Introducing GridGain Performance for Event Driven Architectures GridGain Performance is the ideal solution for cloud-based applications requiring event-driven architectures. GridGain is here to help.

Architecture 98

Architecture Scalability Systems Review Performance 98

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 95

Generative AI Artificial Inteligence Metrics AWS 95

TechCrunch

AUGUST 16, 2022

Part of the problem is that data-intensive workloads require substantial resources, and that adding the necessary compute and storage infrastructure is often expensive. “It became clear that today’s data needs are incompatible with yesterday’s data center architecture. Marvell has its Octeon technology. ”

Data Center 208

Data Center Analytics Weak Development Team Data 208

AWS Machine Learning - AI

APRIL 9, 2025

Semantic routing offers several advantages, such as efficiency gained through fast similarity search in vector databases, and scalability to accommodate a large number of task categories and downstream LLMs. This architecture workflow includes the following steps: A user submits a question through a web or mobile application.

Artificial Inteligence 129

Artificial Inteligence Generative AI AWS Applications 129

Honeycomb

APRIL 23, 2025

download Model-specific cost drivers: the pillars model vs consolidated storage model (observability 2.0) All of the observability companies founded post-2020 have been built using a very different approach: a single consolidated storage engine, backed by a columnar store. and observability 2.0. understandably). moving forward.

Weak Development Team 106

Weak Development Team Metrics Storage Engineering 106

AWS Machine Learning - AI

MARCH 13, 2025

Amazon Bedrocks broad choice of FMs from leading AI companies, along with its scalability and security features, made it an ideal solution for MaestroQA. MaestroQA integrated Amazon Bedrock into their existing architecture using Amazon Elastic Container Service (Amazon ECS).

Generative AI 113

Generative AI CTO Coach AWS Artificial Inteligence 113

Cloudera

NOVEMBER 7, 2023

Are you struggling to manage the ever-increasing volume and variety of data in today’s constantly evolving landscape of modern data architectures? Apache Ozone , a highly scalable, high performance distributed object store, provides the ideal solution to this requirement with its bucket layout flexibility and multi-protocol support.

Storage 105

Storage System Architecture Analytics 105

AWS Machine Learning - AI

MARCH 20, 2025

With Amazon Bedrock Data Automation, enterprises can accelerate AI adoption and develop solutions that are secure, scalable, and responsible. Traditionally, documents from portals, email, or scans are stored in Amazon Simple Storage Service (Amazon S3) , requiring custom logic to split multi-document packages.

Data 117

Data Generative AI Artificial Inteligence Compliance 117

TechCrunch

DECEMBER 14, 2022

Flash memory and most magnetic storage devices, including hard disks and floppy disks, are examples of non-volatile memory. sets of AI algorithms) while remaining scalable. EnCharge was launched to commercialize Verma’s research with hardware built on a standard PCIe form factor.

Hardware 216

Hardware Development Machine Learning Artificial Inteligence 216

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

CIO

MAY 10, 2024

Service-oriented architecture (SOA) Service-oriented architecture (SOA) is an architectural framework used for software development that focuses on applications and systems as independent services. Because of this, NoSQL databases allow for rapid scalability and are well-suited for large and unstructured data sets.

SOA 195

SOA Linux Video Architecture 195

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 101

Artificial Inteligence Generative AI AWS Training 101

TechCrunch

DECEMBER 14, 2021

Carto provides connectors with databases (PostgreSQL, MySQL or Microsoft SQL Server), cloud storage services (Dropbox, Box or Google Drive) or data warehouses (Amazon Redshift, Google BigQuery or Snowflake). ” After that, you can go through your data using SQL queries and enrich your data.

Data 234

Data Telecommunications Transportation Analysis 234

CIO

SEPTEMBER 26, 2024

Dell Technologies takes this a step further with a scalable and modular architecture that lets enterprises customize a range of GenAI-powered digital assistants. They can also tailor AI-assisted coding solutions to their on-premises environments, offering companies the scalability and flexibility to supercharge the development process.

Enterprise 195

Enterprise Artificial Inteligence Scalability Compliance 195

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

NOVEMBER 15, 2024

The flexible, scalable nature of AWS services makes it straightforward to continually refine the platform through improvements to the machine learning models and addition of new features. The following diagram illustrates the Principal generative AI chatbot architecture with AWS services.

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Generative AI AWS Groups Artificial Inteligence 113