CIO

MARCH 20, 2025

AI practitioners and industry leaders discussed these trends, shared best practices, and provided real-world use cases during EXLs recent virtual event, AI in Action: Driving the Shift to Scalable AI. And its modular architecture distributes tasks across multiple agents in parallel, increasing the speed and scalability of migrations.

Artificial Inteligence 139

Artificial Inteligence Enterprise Insurance Artificial Intelligence 139

CIO

DECEMBER 5, 2024

When evaluating options, prioritize platforms that facilitate data democratization through low-code or no-code architectures. A robust data distillery should integrate governance, modeling, architecture, and warehousing capabilities while providing comprehensive oversight aligning with industry standards and regulations.

Enterprise 158

Enterprise Data Insurance Business Intelligence 158

Xebia

APRIL 17, 2025

Native Multi-Agent Architecture: Build scalable applications by composing specialized agents in a hierarchy. BigFrames provides a Pythonic DataFrame and machine learning (ML) API powered by the BigQuery engine. offers a scikit-learn-like API for ML. BigFrames 2.0

Google Cloud 130

Google Cloud Artificial Inteligence Cloud Video 130

AWS Machine Learning - AI

DECEMBER 4, 2024

Scalable infrastructure – Bedrock Marketplace offers configurable scalability through managed endpoints, allowing organizations to select their desired number of instances, choose appropriate instance types, define custom auto scaling policies that dynamically adjust to workload demands, and optimize costs while maintaining performance.

Artificial Inteligence 94

Artificial Inteligence Microservices Generative AI AWS 94

AWS Machine Learning - AI

NOVEMBER 6, 2024

Traditionally, building frontend and backend applications has required knowledge of web development frameworks and infrastructure management, which can be daunting for those with expertise primarily in data science and machine learning. The full code of the demo is available in the GitHub repository.

Generative AI 113

Generative AI AWS Artificial Inteligence Applications 113

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 104

Generative AI Video Engineering Artificial Inteligence 104

TechCrunch

MAY 24, 2022

Called Hugging Face Endpoints on Azure, Hugging Face co-founder and CEO Clément Delangue described it as a way to turn Hugging Face-developed AI models into “scalable production solutions.” ” “The mission of Hugging Face is to democratize good machine learning,” Delangue said in a press release.

Azure 246

Azure Artificial Inteligence Machine Learning Off-The-Shelf 246

CIO

NOVEMBER 1, 2024

As part of MMTech’s unifying strategy, Beswick chose to retire the data centers and form an “enterprisewide architecture organization” with a set of standards and base layers to develop applications and workloads that would run on the cloud, with AWS as the firm’s primary cloud provider. The biggest challenge is data.

Generative AI 183

Generative AI Technical Advisors Insurance Weak Development Team 183

Dzone - DevOps

APRIL 9, 2025

When combined with the transformative capabilities of artificial intelligence (AI) and machine learning (ML), serverless architectures become a powerhouse for creating intelligent, scalable, and cost-efficient solutions. By abstracting the complexities of infrastructure, AWS enables teams to focus on innovation.

Serverless 52

Serverless Artificial Inteligence Scalability AWS 52

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 105

Generative AI AWS Enterprise Artificial Inteligence 105

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.

Generative AI 112

Generative AI AWS Groups Artificial Inteligence 112

Palo Alto Networks

OCTOBER 21, 2024

Powered by Precision AI™ – our proprietary AI system – this solution combines machine learning, deep learning and generative AI to deliver advanced, real-time protection. Machine learning analyzes historical data for accurate threat detection, while deep learning builds predictive models that detect security issues in real time.

Compliance 107

Compliance Virtualization Conference Generative AI 107

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

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 115

Artificial Inteligence Generative AI AWS Applications 115

AWS Machine Learning - AI

MARCH 26, 2025

Its improved architecture, based on the Multimodal Diffusion Transformer (MMDiT), combines multiple pre-trained text encoders for enhanced text understanding and uses QK-normalization to improve training stability. Shes passionate about machine learning technologies and environmental sustainability.

Generative AI 101

Generative AI Games Development AWS 101

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 98

Generative AI Technical Review Software Review Systems Review 98

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 122

Generative AI Artificial Inteligence AWS Serverless 122

CIO

MARCH 14, 2025

With generative AI on the rise and modalities such as machine learning being integrated at a rapid pace, it was only a matter of time before a position responsible for its deployment and governance became widespread. In many companies, they overlap with the functions of the CIO, the CDO, the CTO, and even the CISO.

Artificial Inteligence 194

Artificial Inteligence Artificial Intelligence Government Generative AI 194

Xebia

FEBRUARY 23, 2025

And data.world ([link] a company that we are particularly interested in because of their knowledge graph architecture. 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

CIO

NOVEMBER 1, 2024

As part of MMTech’s unifying strategy, Beswick chose to retire the data centers and form an “enterprisewide architecture organization” with a set of standards and base layers to develop applications and workloads that would run on the cloud, with AWS as the firm’s primary cloud provider. The biggest challenge is data.

Generative AI 158

Generative AI Technical Advisors Insurance Weak Development Team 158

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

DECEMBER 2, 2024

Finally, we delve into the supported frameworks, with a focus on LMI, PyTorch, Hugging Face TGI, and NVIDIA Triton, and conclude by discussing how this feature fits into our broader efforts to enhance machine learning (ML) workloads on AWS. This feature is only supported when using inference components. gpu-py311-cu124-ubuntu22.04-sagemaker",

Generative AI 92

Generative AI Artificial Inteligence Machine Learning AWS 92

Cloudera

NOVEMBER 1, 2023

Its architecture, known as retrieval-augmented generation (RAG) , is key in reducing hallucinated responses, enhancing the reliability and utility of LLM applications, making user experience more meaningful and valuable. An overview of the RAG architecture with a vector database used to minimize hallucinations in the chatbot application.

Artificial Inteligence 110

Artificial Inteligence Machine Learning Knowledge Base Architecture 110

TechCrunch

DECEMBER 17, 2021

Powered by machine learning, cove.tool is designed to give architects, engineers and contractors a way to measure a wide range of building performance metrics while reducing construction cost. It’s a prime example of a scalable business that employs machine learning and principled leadership to literally build a better future.”.

Sustainability 253

Sustainability Construction Tools Artificial Inteligence 253

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. We can now leverage GenAI to enable SREs to surface insights more effectively, Singh says.

Artificial Inteligence 88

Artificial Inteligence Artificial Intelligence Analysis Banking 88

Cloudera

JANUARY 7, 2025

Leveraging Clouderas hybrid architecture, the organization optimized operational efficiency for diverse workloads, providing secure and compliant operations across jurisdictions while improving response times for public health initiatives. Scalability: Choose platforms that can dynamically scale to meet fluctuating workload demands.

Cloud 82

Cloud Data Scalability Compliance 82

AWS Machine Learning - AI

APRIL 1, 2025

This AI-driven approach is particularly valuable in cloud development, where developers need to orchestrate multiple services while maintaining security, scalability, and cost-efficiency. Lets create an architecture that uses Amazon Bedrock Agents with a custom action group to call your internal API.

AWS 115

AWS Software Review Knowledge Base Artificial Inteligence 115

AWS Machine Learning - AI

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. However, to unlock the long-term success and viability of these AI-powered solutions, it is crucial to align them with well-established architectural principles.

Knowledge Base 121

Knowledge Base Scalability Applications Generative AI 121

AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority. However, there are considerations to keep in mind.

Generative AI 132

Generative AI AWS Artificial Inteligence Budget 132

Cloudera

DECEMBER 4, 2024

Today, Artificial Intelligence (AI) and Machine Learning (ML) are more crucial than ever for organizations to turn data into a competitive advantage. The Cloudera AI Inference service is a highly scalable, secure, and high-performance deployment environment for serving production AI models and related applications.

Artificial Inteligence 73

Artificial Inteligence Architecture Machine Learning Metrics 73

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 80

Artificial Inteligence Generative AI AWS Training 80

AWS Machine Learning - AI

OCTOBER 29, 2024

Although the implementation is straightforward, following best practices is crucial for the scalability, security, and maintainability of your observability infrastructure. She leads machine learning projects in various domains such as computer vision, natural language processing, and generative AI.

Generative AI 102

Generative AI Applications AWS Knowledge Base 102

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 103

Artificial Inteligence Generative AI Travel AWS 103

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

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 104

Data Generative AI Artificial Inteligence Compliance 104

CIO

OCTOBER 11, 2022

Unifying its data within a centralized architecture allows AstraZeneca’s researchers to easily tag, search, share, transform, analyze, and govern petabytes of information at a scale unthinkable a decade ago. . We have reduced the lead time to start a machine learning project from months to hours,” Kaur said.

Artificial Inteligence 217

Artificial Inteligence Machine Learning Games Data 217

AWS Machine Learning - AI

MARCH 13, 2025

This post will discuss agentic AI driven architecture and ways of implementing. Agentic AI architecture Agentic AI architecture is a shift in process automation through autonomous agents towards the capabilities of AI, with the purpose of imitating cognitive abilities and enhancing the actions of traditional autonomous agents.

Artificial Inteligence 89

Artificial Inteligence Lambda Travel Generative AI 89