CIO

MARCH 14, 2025

Much of the AI work prior to agentic focused on large language models with a goal to give prompts to get knowledge out of the unstructured data. Ive spent more than 25 years working with machine learning and automation technology, and agentic AI is clearly a difficult problem to solve. Agentic AI goes beyond that.

Artificial Inteligence 201

Artificial Inteligence Technology eCommerce Compliance 201

AWS Machine Learning - AI

APRIL 23, 2025

Traditional keyword-based search mechanisms are often insufficient for locating relevant documents efficiently, requiring extensive manual review to extract meaningful insights. This solution improves the findability and accessibility of archival records by automating metadata enrichment, document classification, and summarization.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

CIO

NOVEMBER 16, 2023

A large language model (LLM) is a type of gen AI that focuses on text and code instead of images or audio, although some have begun to integrate different modalities. That question isn’t set to the LLM right away. And it’s more effective than using simple documents to provide context for LLM queries, she says.

Artificial Inteligence 209

Artificial Inteligence ChatGPT Open Source Azure 209

CIO

NOVEMBER 27, 2024

By eliminating time-consuming tasks such as data entry, document processing, and report generation, AI allows teams to focus on higher-value, strategic initiatives that fuel innovation. With the rise of AI and data-driven decision-making, new regulations like the EU Artificial Intelligence Act and potential federal AI legislation in the U.S.

Artificial Inteligence 199

Artificial Inteligence Artificial Intelligence Government Compliance 199

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. Choose Next.

Case Study 123

Case Study Artificial Inteligence Study Generative AI 123

AWS Machine Learning - AI

DECEMBER 2, 2024

In this post, we explore the new Container Caching feature for SageMaker inference, addressing the challenges of deploying and scaling large language models (LLMs). You’ll learn about the key benefits of Container Caching, including faster scaling, improved resource utilization, and potential cost savings.

Generative AI 107

Generative AI Artificial Inteligence Machine Learning AWS 107

AWS Machine Learning - AI

NOVEMBER 20, 2024

The effectiveness of RAG heavily depends on the quality of context provided to the large language model (LLM), which is typically retrieved from vector stores based on user queries. The relevance of this context directly impacts the model’s ability to generate accurate and contextually appropriate responses.

Artificial Inteligence 117

Artificial Inteligence Applications Knowledge Base Generative AI 117

AWS Machine Learning - AI

NOVEMBER 6, 2024

The rise of large language models (LLMs) and foundation models (FMs) has revolutionized the field of natural language processing (NLP) and artificial intelligence (AI). You can find instructions on how to do this in the AWS documentation for your chosen SDK.

Software Review 119

Software Review Artificial Inteligence Generative AI AWS 119

AWS Machine Learning - AI

FEBRUARY 12, 2025

Large language models (LLMs) have revolutionized the field of natural language processing with their ability to understand and generate humanlike text. Researchers developed Medusa , a framework to speed up LLM inference by adding extra heads to predict multiple tokens simultaneously.

Artificial Inteligence 78

Artificial Inteligence Training AWS Machine Learning 78

AWS Machine Learning - AI

APRIL 29, 2025

In the era of generative AI , new large language models (LLMs) are continually emerging, each with unique capabilities, architectures, and optimizations. Among these, Amazon Nova foundation models (FMs) deliver frontier intelligence and industry-leading cost-performance, available exclusively on Amazon Bedrock.

Artificial Inteligence 86

Artificial Inteligence Performance Data Generative AI 86

AWS Machine Learning - AI

NOVEMBER 26, 2024

The use of large language models (LLMs) and generative AI has exploded over the last year. With the release of powerful publicly available foundation models, tools for training, fine tuning and hosting your own LLM have also become democratized. top_p=0.95) # Create an LLM. choices[0].text'

Artificial Inteligence 105

Artificial Inteligence AWS Artificial Intelligence Generative AI 105

AWS Machine Learning - AI

APRIL 21, 2025

In this blog post, we discuss how Prompt Optimization improves the performance of large language models (LLMs) for intelligent text processing task in Yuewen Group. Evolution from Traditional NLP to LLM in Intelligent Text Processing Yuewen Group leverages AI for intelligent analysis of extensive web novel texts.

Artificial Inteligence 78

Artificial Inteligence Groups Applications Innovation 78

CIO

AUGUST 21, 2024

As explained in a previous post , with the advent of AI-based tools and intelligent document processing (IDP) systems, ECM tools can now go further by automating many processes that were once completely manual. An ML IDP model can be trained to identify each type of document and route it to the appropriate department.

Artificial Inteligence 174

Artificial Inteligence Insurance Machine Learning Healthcare 174

TechCrunch

JULY 20, 2021

Alex Dalyac is the CEO and co-founder of Tractable , which develops artificial intelligence for accident and disaster recovery. Here’s how we did it, and what we learned along the way. In 2013, I was fortunate to get into artificial intelligence (more specifically, deep learning) six months before it blew up internationally.

Artificial Inteligence 316

Artificial Inteligence Artificial Intelligence Disaster Recovery Machine Learning 316

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. AWS HealthScribe combines speech recognition and generative AI trained specifically for healthcare documentation to accelerate clinical documentation and enhance the consultation experience.

AWS 113

AWS Artificial Inteligence Generative AI Machine Learning 113

AWS Machine Learning - AI

NOVEMBER 1, 2024

Fine-tuning is a powerful approach in natural language processing (NLP) and generative AI , allowing businesses to tailor pre-trained large language models (LLMs) for specific tasks. This process involves updating the model’s weights to improve its performance on targeted applications.

Artificial Inteligence 97

Artificial Inteligence Generative AI Training Metrics 97

AWS Machine Learning - AI

APRIL 22, 2025

Over the past several months, we drove several improvements in intelligent prompt routing based on customer feedback and extensive internal testing. In GA, you can configure your own router by selecting any two models from the same model family and then configuring the response quality difference of your router.

Artificial Inteligence 114

Artificial Inteligence AWS Generative AI Metrics 114

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 107

Artificial Inteligence AWS Machine Learning Load Balancer 107

O'Reilly Media - Ideas

NOVEMBER 19, 2024

Reasons for using RAG are clear: large language models (LLMs), which are effectively syntax engines, tend to “hallucinate” by inventing answers from pieces of their training data. Also, in place of expensive retraining or fine-tuning for an LLM, this approach allows for quick data updates at low cost.

Artificial Inteligence 128

Artificial Inteligence Construction Open Source Training 128

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 113

Artificial Inteligence Technical Review Healthcare Systems Review 113

Tenable

NOVEMBER 29, 2024

on premises, cloud, or hybrid),” reads the 11-page document, jointly published by cybersecurity agencies from the Five Eyes Alliance countries: Australia, Canada, New Zealand, the U.K. “Deploying AI systems securely requires careful setup and configuration that depends on the complexity of the AI system, the resources required (e.g.,

Artificial Inteligence 75

Artificial Inteligence Research Generative AI Technical Review 75

CIO

AUGUST 21, 2024

Intelligent document processing (IDP) is changing the dynamic of a longstanding enterprise content management problem: dealing with unstructured content. The ability to effectively wrangle all that data can have a profound, positive impact on numerous document-intensive processes across enterprises.

Artificial Inteligence 183

Artificial Inteligence Artificial Intelligence Insurance Enterprise 183

TechCrunch

JANUARY 5, 2022

However, today’s startups need to reconsider the MVP model as artificial intelligence (AI) and machine learning (ML) become ubiquitous in tech products and the market grows increasingly conscious of the ethical implications of AI augmenting or replacing humans in the decision-making process.

Artificial Inteligence 354

Artificial Inteligence Minimum Viable Product Agile Artificial Intelligence 354

CIO

NOVEMBER 18, 2024

The Global Banking Benchmark Study 2024 , which surveyed more than 1,000 executives from the banking sector worldwide, found that almost a third (32%) of banks’ budgets for customer experience transformation is now spent on AI, machine learning, and generative AI.

Banking 212

Banking Off-The-Shelf Generative AI Budget 212

AWS Machine Learning - AI

APRIL 16, 2025

Businesses are increasingly seeking domain-adapted and specialized foundation models (FMs) to meet specific needs in areas such as document summarization, industry-specific adaptations, and technical code generation and advisory. These models are tailored to perform specialized tasks within specific domains or micro-domains.

Artificial Inteligence 101

Artificial Inteligence Generative AI AWS Storage 101

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. Solution overview We can use SMP with both Amazon SageMaker Model training jobs and Amazon SageMaker HyperPod.

Training 111

Training Artificial Inteligence AWS Machine Learning 111

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. billion in 2025 to USD 66.68

Data 117

Data Generative AI Artificial Inteligence Compliance 117

Cloudera

NOVEMBER 13, 2024

Large Language Models (LLMs) will be at the core of many groundbreaking AI solutions for enterprise organizations. Here are just a few examples of the benefits of using LLMs in the enterprise for both internal and external use cases: Optimize Costs. Train new adapters for an LLM. Increase Productivity.

Artificial Inteligence 87

Artificial Inteligence Training Machine Learning Performance 87

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 111

Generative AI Video Engineering Artificial Inteligence 111

CIO

JUNE 13, 2024

That’s what a number of IT leaders are learning of late, as the AI market and enterprise AI strategies continue to evolve. But purpose-built small language models (SLMs) and other AI technologies also have their place, IT leaders are finding, with benefits such as fewer hallucinations and a lower cost to deploy.

Artificial Inteligence 197

Artificial Inteligence CTO Coach Machine Learning Generative AI 197

AWS Machine Learning - AI

NOVEMBER 15, 2024

Principal wanted to use existing internal FAQs, documentation, and unstructured data and build an intelligent chatbot that could provide quick access to the right information for different roles. Model monitoring of key NLP metrics was incorporated and controls were implemented to prevent unsafe, unethical, or off-topic responses.

Generative AI 113

Generative AI AWS Groups Artificial Inteligence 113

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 113

Generative AI AWS Enterprise Artificial Inteligence 113

CIO

OCTOBER 28, 2024

Harmful hallucinations Whisper’s errors are a result of the AI model creating patterns based on its training data that do not exist in the samples, leading to nonsensical or fabricated outputs. This phenomenon, known as hallucination, has been documented across various AI models.

Tools 179

Tools Study Healthcare Research 179

AWS Machine Learning - AI

NOVEMBER 22, 2024

We are excited about the potential productivity gain and acceleration for generative-AI application development with Bedrock Flows.” – Laura Skylaki, VP of Artificial Intelligence, Business Intelligence and Data Platforms at Thomson Reuters.

Generative AI 122

Generative AI Artificial Inteligence Knowledge Base AWS 122

AWS Machine Learning - AI

MARCH 3, 2025

This design simplifies the complexity of distributed training while maintaining the flexibility needed for diverse machine learning (ML) workloads, making it an ideal solution for enterprise AI development. His expertise includes: End-to-end Machine Learning, model customization, and generative AI.

Artificial Inteligence 98

Artificial Inteligence Generative AI AWS Training 98

CIO

AUGUST 21, 2024

But it doesn’t have to be that way because enterprise content management systems have made great strides in that same timeframe, including with new artificial intelligence technology that makes it far easier for employees to find and make the best use of all the content the organization owns, no matter if it’s text, audio, or video.

Artificial Inteligence 201

Artificial Inteligence Enterprise Games Artificial Intelligence 201

CIO

MARCH 18, 2025

AI for a helping hand Lets take a look at what ChatGPT had to say on the topic, and then connect the dots to some real-world signals about why this matters: AI can help adults struggling with literacy by reading aloud, summarizing complex documents, or assisting with translation for non-native English speakers. One quarter of U.S.

Artificial Inteligence 131

Artificial Inteligence ChatGPT Generative AI B2C 131