CIO

OCTOBER 4, 2022

From delightful consumer experiences to attacking fuel costs and carbon emissions in the global supply chain, real-time data and machine learning (ML) work together to power apps that change industries. Data architecture coherence. more machine learning use casesacross the company.

Machine Learning 178

Machine Learning Artificial Inteligence Data Architecture 178

AWS Machine Learning - AI

APRIL 10, 2025

The introduction of Amazon Nova models represent a significant advancement in the field of AI, offering new opportunities for large language model (LLM) optimization. In this post, we demonstrate how to effectively perform model customization and RAG with Amazon Nova models as a baseline.

Case Study 96

Case Study Artificial Inteligence Study Generative AI 96

AWS Machine Learning - AI

MARCH 18, 2025

This is where the integration of cutting-edge technologies, such as audio-to-text translation and large language models (LLMs), holds the potential to revolutionize the way patients receive, process, and act on vital medical information. These insights can include: Potential adverse event detection and reporting.

Artificial Inteligence 95

Artificial Inteligence Technical Review Healthcare Systems Review 95

CIO

MARCH 4, 2025

There are organizations who spend $1 million plus per year on LLM calls, Ricky wrote. Agent ops is a critical capability think Python SDKs for agent monitoring, LLM cost tracking, benchmarking, to gain visibility into API calls, real-time cost management, and reliability scores for agents in production.

Software Review 179

Software Review Artificial Inteligence Technical Review Government 179

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. He helps support large enterprise customers at AWS and is part of the Machine Learning TFC.

Generative AI 98

Generative AI Video Engineering Artificial Inteligence 98

CIO

APRIL 9, 2025

CEOs and boards of directors are tasking their CIOs to enable artificial intelligence (AI) within the organization as rapidly as possible. The networking, compute, and storage needs not to mention power and cooling are significant, and market pressures require the assembly to happen quickly.

Google Cloud 133

Google Cloud Load Balancer Virtualization Artificial Intelligence 133

Perficient

NOVEMBER 20, 2024

Introduction to Multiclass Text Classification with LLMs Multiclass text classification (MTC) is a natural language processing (NLP) task where text is categorized into multiple predefined categories or classes. Traditional approaches rely on training machine learning models, requiring labeled data and iterative fine-tuning.

Artificial Inteligence 52

Artificial Inteligence Metrics Airlines Travel 52

Cloudera

NOVEMBER 1, 2023

And so we are thrilled to introduce our latest applied ML prototype (AMP) — a large language model (LLM) chatbot customized with website data using Meta’s Llama2 LLM and Pinecone’s vector database. 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 27, 2024

Large language models (LLMs) have witnessed an unprecedented surge in popularity, with customers increasingly using publicly available models such as Llama, Stable Diffusion, and Mistral. With activations being partitioned along the sequence dimension, we need to consider how our model’s computations are affected.

Training 92

Training Artificial Inteligence AWS Machine Learning 92

AWS Machine Learning - AI

MARCH 13, 2025

DeepSeek-R1 , developed by AI startup DeepSeek AI , is an advanced large language model (LLM) distinguished by its innovative, multi-stage training process. Instead of relying solely on traditional pre-training and fine-tuning, DeepSeek-R1 integrates reinforcement learning to achieve more refined outputs.

Artificial Inteligence 80

Artificial Inteligence AWS Machine Learning Load Balancer 80

CIO

JANUARY 7, 2025

It prevents vendor lock-in, gives a lever for strong negotiation, enables business flexibility in strategy execution owing to complicated architecture or regional limitations in terms of security and legal compliance if and when they rise and promotes portability from an application architecture perspective.

Cloud 147

Cloud Strategy Architecture Policies 147

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. When evaluating options, prioritize platforms that facilitate data democratization through low-code or no-code architectures.

Enterprise 158

Enterprise Data Insurance Business Intelligence 158

AWS Machine Learning - AI

MARCH 18, 2025

This application allows users to ask questions in natural language and then generates a SQL query for the users request. Large language models (LLMs) are trained to generate accurate SQL queries for natural language instructions. However, off-the-shelf LLMs cant be used without some modification.

Artificial Inteligence 84

Artificial Inteligence Applications Generative AI Off-The-Shelf 84

AWS Machine Learning - AI

JANUARY 29, 2025

Their DeepSeek-R1 models represent a family of large language models (LLMs) designed to handle a wide range of tasks, from code generation to general reasoning, while maintaining competitive performance and efficiency. The resulting distilled models, such as DeepSeek-R1-Distill-Llama-8B (from base model Llama-3.1-8B

Generative AI 115

Generative AI Artificial Inteligence AWS Serverless 115

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

OCTOBER 17, 2024

With the advent of generative AI and machine learning, new opportunities for enhancement became available for different industries and processes. It doesn’t retain audio or output text, and users have control over data storage with encryption in transit and at rest. This can lead to more personalized and effective care.

AWS 94

AWS Artificial Inteligence Generative AI Machine Learning 94

AWS Machine Learning - AI

NOVEMBER 7, 2024

You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures. Prompt catalog – Crafting effective prompts is important for guiding large language models (LLMs) to generate the desired outputs. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 98

Generative AI AWS Enterprise Artificial Inteligence 98

AWS Machine Learning - AI

MARCH 20, 2025

Traditionally, transforming raw data into actionable intelligence has demanded significant engineering effort. It often requires managing multiple machine learning (ML) models, designing complex workflows, and integrating diverse data sources into production-ready formats.

Data 97

Data Generative AI Artificial Inteligence Compliance 97

AWS Machine Learning - AI

OCTOBER 31, 2024

The solution integrates large language models (LLMs) with your organization’s data and provides an intelligent chat assistant that understands conversation context and provides relevant, interactive responses directly within the Google Chat interface. It can be a local machine or a cloud instance.

Generative AI 110

Generative AI Lambda Applications AWS 110

Xebia

FEBRUARY 23, 2025

Data governance is rapidly rising on the priority lists of large companies that want to work with AI in a data-driven manner. In many companies, data is spread across different storage locations and platforms, thus, ensuring effective connections and governance is crucial. Poor data quality automatically results in poor decisions.

Trends 130

Trends Data Artificial Inteligence Weak Development Team 130

AWS Machine Learning - AI

JULY 24, 2024

Large language models (LLMs) have achieved remarkable success in various natural language processing (NLP) tasks, but they may not always generalize well to specific domains or tasks. You may need to customize an LLM to adapt to your unique use case, improving its performance on your specific dataset or task.

Artificial Inteligence 115

Artificial Inteligence Generative AI Training AWS 115

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 92

Generative AI Technical Review Software Review Systems Review 92

CIO

MARCH 31, 2025

Sovereign AI refers to a national or regional effort to develop and control artificial intelligence (AI) systems, independent of the large non-EU foreign private tech platforms that currently dominate the field. Talent shortages AI development requires specialized knowledge in machine learning, data science, and engineering.

Technical Review 117

Technical Review Artificial Inteligence Compliance Open Source 117

AWS Machine Learning - AI

MARCH 3, 2025

This need for customization has become even more pronounced with the emergence of new models, such as those released by DeepSeek. However, customizing DeepSeek models effectively while managing computational resources remains a significant challenge. You can run these recipes using SageMaker HyperPod or as SageMaker training jobs.

Artificial Inteligence 77

Artificial Inteligence Generative AI AWS Training 77

CIO

OCTOBER 3, 2024

Rather than pull away from big iron in the AI era, Big Blue is leaning into it, with plans in 2025 to release its next-generation Z mainframe , with a Telum II processor and Spyre AI Accelerator Card, positioned to run large language models (LLMs) and machine learning models for fraud detection and other use cases.

Artificial Inteligence 210

Artificial Inteligence Generative AI Machine Learning Enterprise 210

CIO

MARCH 26, 2025

Maintaining a competitive edge can feel like a constant struggle as IT leaders race to adopt artificial intelligence (AI)to solve their IT challenges and drive innovation. Unless you analyze it, all this useful information can get lost in storage, often leading to lost revenue opportunities or high operational costs.

Artificial Inteligence 78

Artificial Inteligence Data Generative AI Innovation 78

AWS Machine Learning - AI

DECEMBER 5, 2023

New and powerful large language models (LLMs) are changing businesses rapidly, improving efficiency and effectiveness for a variety of enterprise use cases. Speed is of the essence, and adoption of LLM technologies can make or break a business’s competitive advantage.

Artificial Inteligence 107

Artificial Inteligence Enterprise Data Generative AI 107

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 111

Generative AI AWS Groups Artificial Inteligence 111

CIO

NOVEMBER 27, 2024

With data existing in a variety of architectures and forms, it can be impossible to discern which resources are the best for fueling GenAI. The Right Foundation Having trustworthy, governed data starts with modern, effective data management and storage practices.

Data 147

Data How To Government Architecture 147

CIO

JUNE 23, 2023

Artificial intelligence (AI) is the analytics vehicle that extracts data’s tremendous value and translates it into actionable, usable insights. In my role at Dell Technologies, I strive to help organizations advance the use of data, especially unstructured data, by democratizing the at-scale deployment of artificial intelligence (AI).

Storage 148

Storage Data Artificial Intelligence Artificial Inteligence 148

AWS Machine Learning - AI

MARCH 5, 2025

These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques. To learn more about FMEval, see Evaluate large language models for quality and responsibility of LLMs.

Generative AI 73

Generative AI Systems Review Software Review Artificial Inteligence 73

CIO

JANUARY 20, 2023

Many companies have been experimenting with advanced analytics and artificial intelligence (AI) to fill this need. 2] Foundational considerations include compute power, memory architecture as well as data processing, storage, and security. Now, they must turn their proof of concept into a return on investment.

Analytics 205

Analytics Artificial Inteligence Artificial Intelligence Hardware 205

AWS Machine Learning - AI

MARCH 11, 2025

DeepSeek-R1 is a large language model (LLM) developed by DeepSeek AI that uses reinforcement learning to enhance reasoning capabilities through a multi-stage training process from a DeepSeek-V3-Base foundation. DeepSeek-R1 uses a Mixture of Experts (MoE) architecture and is 671 billion parameters in size.

Artificial Inteligence 67

Artificial Inteligence AWS Generative AI Metrics 67

AWS Machine Learning - AI

DECEMBER 24, 2024

Training large language models (LLMs) models has become a significant expense for businesses. For many use cases, companies are looking to use LLM foundation models (FM) with their domain-specific data. architectures/5.sagemaker-hyperpod/LifecycleScripts/base-config/

AWS 90

AWS Artificial Inteligence Generative AI Training 90

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. Unified Data Storage Combines the scalability and flexibility of a data lake with the structured capabilities of a data warehouse.

Artificial Inteligence 59

Artificial Inteligence Machine Learning Architecture Analytics 59

CIO

AUGUST 9, 2023

In generative AI, data is the fuel, storage is the fuel tank and compute is the engine. Organizations need massive amounts of data to build and train generative AI models. In turn, these models will also generate reams of data that elevate organizational insights and productivity.

Generative AI 148

Generative AI Storage Scalability Technical Review 148

CIO

APRIL 26, 2024

Once completed within two years, the platform, OneTru, will give TransUnion and its customers access to TransUnion’s behemoth trove of consumer data to fuel next-generation analytical services, machine learning models and generative AI applications, says Achanta, who is driving the effort, and held similar posts at Neustar and Walmart.

Artificial Inteligence 172

Artificial Inteligence Generative AI Machine Learning Analytics 172