Xebia

DECEMBER 23, 2024

Scalability and Flexibility: The Double-Edged Sword of Pay-As-You-Go Models Pay-as-you-go pricing models are a game-changer for businesses. In these scenarios, the very scalability that makes pay-as-you-go models attractive can undermine an organization’s return on investment.

Data 130

Data Storage Culture Resources 130

O'Reilly Media - Data

FEBRUARY 28, 2018

Training scalability. Scalability difference is significant. Naturally, this advantage becomes more substantial as the data size grows, or as the complexity of the pipeline (more naturl language processing (NLP) stages, adding machine learning (ML) or deep learning (DL) stages) grows. Scalability.

Scalability 222

Scalability Performance Comparison Training 222

CIO

DECEMBER 5, 2024

Consolidating data and improving accessibility through tenanted access controls can typically deliver a 25-30% reduction in data storage expenses while driving more informed decisions. The ideal solution should be scalable and flexible, capable of evolving alongside your organization’s needs.

Enterprise 158

Enterprise Data Insurance Business Intelligence 158

Apiumhub

DECEMBER 9, 2024

Azure Key Vault Secrets offers a centralized and secure storage alternative for API keys, passwords, certificates, and other sensitive statistics. Azure Key Vault is a cloud service that provides secure storage and access to confidential information such as passwords, API keys, and connection strings. What is Azure Key Vault Secret?

Azure 91

Azure Analytics Storage Artificial Inteligence 91

AWS Machine Learning - AI

OCTOBER 29, 2024

This engine uses artificial intelligence (AI) and machine learning (ML) services and generative AI on AWS to extract transcripts, produce a summary, and provide a sentiment for the call. Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability.

Generative AI 109

Generative AI Video Engineering Artificial Inteligence 109

Netflix Tech

FEBRUARY 13, 2023

We have been leveraging machine learning (ML) models to personalize artwork and to help our creatives create promotional content efficiently. Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. Why should members care about any particular show that we recommend?

Artificial Inteligence 119

Artificial Inteligence Machine Learning Media Video 119

Xebia

OCTOBER 24, 2024

Better Accuracy Through Advanced Machine Learning One key limitation of standard demand forecasting tools is that they generally use predefined algorithms or models that are not optimized for every business. Long-Term Scalability One significant advantage of a custom-built solution is that it scales with your business.

Retail 130

Retail Artificial Inteligence Machine Learning Data 130

Xebia

FEBRUARY 23, 2025

In many companies, data is spread across different storage locations and platforms, thus, ensuring effective connections and governance is crucial. By boosting productivity and fostering innovation, human-AI collaboration will reshape workplaces, making operations more efficient, scalable, and adaptable.

Trends 130

Trends Data Artificial Inteligence Weak Development Team 130

AWS Machine Learning - AI

NOVEMBER 7, 2024

SageMaker JumpStart is a machine learning (ML) hub that provides a wide range of publicly available and proprietary FMs from providers such as AI21 Labs, Cohere, Hugging Face, Meta, and Stability AI, which you can deploy to SageMaker endpoints in your own AWS account. 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

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. The following diagram illustrates the end-to-end flow. for the month.

Generative AI 129

Generative AI Artificial Inteligence AWS Technical Review 129

CIO

MARCH 31, 2025

Talent shortages AI development requires specialized knowledge in machine learning, data science, and engineering. VMware Private AI Foundation brings together industry-leading scalable NVIDIA and ecosystem applications for AI, and can be customized to meet local demands.

Technical Review 117

Technical Review Artificial Inteligence Compliance Open Source 117

AWS Machine Learning - AI

APRIL 16, 2025

This challenge is further compounded by concerns over scalability and cost-effectiveness. You can run vLLM inference containers using Amazon SageMaker , as demonstrated in Efficient and cost-effective multi-tenant LoRA serving with Amazon SageMaker in the AWS Machine Learning Blog. vLLM also has limited quantization support.

Artificial Inteligence 89

Artificial Inteligence Generative AI AWS Storage 89

AWS Machine Learning - AI

APRIL 10, 2025

About the Authors Mengdie (Flora) Wang is a Data Scientist at AWS Generative AI Innovation Center, where she works with customers to architect and implement scalable Generative AI solutions that address their unique business challenges. She has a strong background in computer vision, machine learning, and AI for healthcare.

Case Study 116

Case Study Artificial Inteligence Study Generative AI 116

AWS Machine Learning - AI

MARCH 20, 2025

It often requires managing multiple machine learning (ML) models, designing complex workflows, and integrating diverse data sources into production-ready formats. With Amazon Bedrock Data Automation, enterprises can accelerate AI adoption and develop solutions that are secure, scalable, and responsible.

Data 112

Data Generative AI Artificial Inteligence Compliance 112

Cloudera

NOVEMBER 1, 2023

The use of Pinecone’s technology with Cloudera creates an ecosystem that facilitates the creation and deployment of robust, scalable, real-time AI applications fueled by an organization’s unique high-value data. We invite you to explore the improved functionalities of this latest AMP.

Artificial Inteligence 110

Artificial Inteligence Machine Learning Knowledge Base Architecture 110

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. All AWS services are high-performing, secure, scalable, and purpose-built.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

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. ” .

Artificial Inteligence 246

Artificial Inteligence Applications Cloud Artificial Intelligence 246

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 66

Artificial Inteligence Open Source AWS Serverless 66

Perficient

NOVEMBER 17, 2024

It enables seamless and scalable access to SAP and non-SAP data with its business context, logic, and semantic relationships preserved. A data lakehouse is a unified platform that combines the scalability and flexibility of a data lake with the structure and performance of a data warehouse. What is SAP Datasphere?

Artificial Inteligence 59

Artificial Inteligence Machine Learning Architecture Analytics 59

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

OCTOBER 29, 2024

Flexible logging –You can use this solution to store logs either locally or in Amazon Simple Storage Service (Amazon S3) using Amazon Data Firehose, enabling integration with existing monitoring infrastructure. She leads machine learning projects in various domains such as computer vision, natural language processing, and generative AI.

Generative AI 109

Generative AI Applications AWS Knowledge Base 109

AWS Machine Learning - AI

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. Architecture The following figure shows the architecture of the solution.

Artificial Inteligence 109

Artificial Inteligence Generative AI Travel AWS 109

CIO

APRIL 16, 2025

Machine learning models are ideally suited to categorizing anomalies and surfacing relevant alerts so engineers can focus on critical performance and availability issues. Petabyte-level scalability and use of low-cost object storage with millisec response to enable historical analysis and reduce costs.

Artificial Inteligence 88

Artificial Inteligence Artificial Intelligence Analysis Banking 88

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. Lambda uses 1024 MB of memory and 512 MB of ephemeral storage, with API Gateway configured as a REST API. Anthropics Claude 3.5

Artificial Inteligence 123

Artificial Inteligence Generative AI AWS Applications 123

Openxcell

MARCH 30, 2023

From human genome mapping to Big Data Analytics, Artificial Intelligence (AI),Machine Learning, Blockchain, Mobile digital Platforms (Digital Streets, towns and villages),Social Networks and Business, Virtual reality and so much more. What is Machine Learning? Machine Learning delivers on this need.

Artificial Inteligence 98

Artificial Inteligence Machine Learning IoT Internet 98

Cloudera

JANUARY 20, 2021

Machine learning is now being used to solve many real-time problems. This table can be massively scaled to any use-case and this is why HBase is superior in this application as it’s a distributed, scalable, big data store. Make sure you read Part 1 and Part 2 before reading this installment. Background / Overview.

Artificial Inteligence 115

Artificial Inteligence Machine Learning Applications Data 115

CIO

JULY 2, 2024

This scalability allows you to expand your business without needing a proportionally larger IT team.” Many AI systems use machine learning, constantly learning and adapting to become even more effective over time,” he says. Easy access to constant improvement is another AI growth benefit.

Artificial Inteligence 215

Artificial Inteligence Software Review Technical Advisors Technical Review 215

AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. After you create a knowledge base, you need to create a data source from the Amazon Simple Storage Service (Amazon S3) bucket containing the files for your knowledge base.

Knowledge Base 125

Knowledge Base Scalability Applications Generative AI 125

CIO

JANUARY 20, 2023

2] Foundational considerations include compute power, memory architecture as well as data processing, storage, and security. Modern compute infrastructures are designed to enhance business agility and time to market by supporting workloads for databases and analytics, AI and machine learning (ML), high performance computing (HPC) and more.

Analytics 205

Analytics Artificial Inteligence Artificial Intelligence Hardware 205

TechCrunch

JULY 12, 2022

The fundraising perhaps reflects the growing demand for platforms that enable flexible data storage and processing. That’s opposed to a nonrelational database, which has a storage model optimized for the type of data that it’s storing. customer preferences).

Storage 206

Storage Big Data Analytics Survey 206

AWS Machine Learning - AI

MARCH 3, 2025

The architectures modular design allows for scalability and flexibility, making it particularly effective for training LLMs that require distributed computing capabilities. His expertise includes: End-to-end Machine Learning, model customization, and generative AI. Outside of work, he enjoys running, hiking, and cooking.

Artificial Inteligence 87

Artificial Inteligence Generative AI AWS Training 87

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 79

Generative AI Artificial Inteligence Metrics AWS 79

TechCrunch

OCTOBER 25, 2022

“We’re engineering the AI platform to help overcome this access barrier … [by] delivering a game-changing, user-friendly and scalable technology with superior performance and efficiency at a fraction of the cost of existing players to accelerate computing vision and natural language processing at the edge.”

Hardware 240

Hardware Artificial Inteligence Machine Learning Blockchain 240

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 107

Generative AI Government Technical Review Innovation 107

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. As a result, organizations are looking for solutions that free CPUs from computationally intensive storage tasks.” Marvell has its Octeon technology.

Data Center 208

Data Center Analytics Weak Development Team Data 208

AWS Machine Learning - AI

NOVEMBER 22, 2024

The map functionality in Step Functions uses arrays to execute multiple tasks concurrently, significantly improving performance and scalability for workflows that involve repetitive operations. Furthermore, our solutions are designed to be scalable, ensuring that they can grow alongside your business.

Generative AI 88

Generative AI AWS Technical Review Backup 88

AWS Machine Learning - AI

SEPTEMBER 26, 2024

Trained on the Amazon SageMaker HyperPod , Dream Machine excels in creating consistent characters, smooth motion, and dynamic camera movements. To accelerate iteration and innovation in this field, sufficient computing resources and a scalable platform are essential. This integration brings several benefits to your ML workflow.

Case Study 117

Case Study Video Training Scalability 117