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.

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CIO

APRIL 23, 2025

The time-travel functionality of the delta format enables AI systems to access historical data versions for training and testing purposes. Modern AI models, particularly large language models, frequently require real-time data processing capabilities.

Insurance 164

Insurance Artificial Inteligence Data Architecture 164

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.

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Case Study Artificial Inteligence Study Generative AI 123

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 Streamlit application will now display a button labeled Get LLM Response. The AWS CDK.

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Generative AI AWS Artificial Inteligence Applications 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.

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AWS Machine Learning - AI

DECEMBER 2, 2024

These benefits are particularly impactful for popular frameworks and tools like vLLM-powered LMI, Hugging Face TGI, PyTorch with TorchServe, and NVIDIA Triton, which are widely used in deploying and serving generative AI models on SageMaker inference. The implementation of Container Caching for running Llama3.1 gpu-py311-cu124-ubuntu22.04-sagemaker",

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Generative AI Artificial Inteligence Machine Learning AWS 107

AWS Machine Learning - AI

DECEMBER 4, 2024

This a revolutionary new capability within Amazon Bedrock that serves as a centralized hub for discovering, testing, and implementing foundation models (FMs). He works with Amazon.com to design, build, and deploy technology solutions on AWS, and has a particular interest in AI and machine learning.

Artificial Inteligence 106

Artificial Inteligence Microservices Generative AI AWS 106

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 this blog post, we detail various highlights from our internal testing, how you can get started, and point out some caveats and best practices. v1, Haiku 3.5, Sonnet 3.5

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Artificial Inteligence AWS Generative AI Metrics 114

CIO

JANUARY 30, 2025

Augmented data management with AI/ML Artificial Intelligence and Machine Learning transform traditional data management paradigms by automating labour-intensive processes and enabling smarter decision-making. With machine learning, these processes can be refined over time and anomalies can be predicted before they arise.

Scalability 169

Scalability Government Trends Artificial Inteligence 169

AWS Machine Learning - AI

NOVEMBER 14, 2024

If an image is uploaded, it is stored in Amazon Simple Storage Service (Amazon S3) , and a custom AWS Lambda function will use a machine learning model deployed on Amazon SageMaker to analyze the image to extract a list of place names and the similarity score of each place name. Here is an example from LangChain.

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Artificial Inteligence Generative AI Travel AWS 111

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

CIO

APRIL 25, 2025

Artificial Intelligence Average salary: $130,277 Expertise premium: $23,525 (15%) AI tops the list as the skill that can earn you the highest pay bump, earning tech professionals nearly an 18% premium over other tech skills. The language helps simplify the coding process while bringing features you cant get with Java.

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Artificial Inteligence DevOps Virtualization Industry 190

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

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

DECEMBER 11, 2024

The QA pairs had to be grounded in the learning content and test different levels of understanding, such as recall, comprehension, and application of knowledge. This pipeline is illustrated in the following figure and consists of several key components: QA generation, multifaceted evaluation, and intelligent revision.

Generative AI 94

Generative AI Artificial Inteligence Guidelines Education 94

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.

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Artificial Inteligence Generative AI Training Metrics 97

OTS Solutions

JUNE 3, 2022

At the heart of this shift are AI (Artificial Intelligence), ML (Machine Learning), IoT, and other cloud-based technologies. The intelligence generated via Machine Learning. There are also significant cost savings linked with artificial intelligence in health care. Twins in the Cloud.

Healthcare 345

Healthcare Artificial Inteligence Trends Artificial Intelligence 345

TechCrunch

MAY 17, 2023

At the core of Union is Flyte , an open source tool for building production-grade workflow automation platforms with a focus on data, machine learning and analytics stacks. At the time, Lyft had to glue together various open source systems to put these models into production. ” Image Credits: Union.ai

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Artificial Inteligence Machine Learning Open Source Data 246

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.

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Artificial Inteligence Performance Data Generative AI 84

AWS Machine Learning - AI

OCTOBER 16, 2024

The following were some initial challenges in automation: Language diversity – The services host both Dutch and English shows. Some local shows feature Flemish dialects, which can be difficult for some large language models (LLMs) to understand. The secondary LLM is used to evaluate the summaries on a large scale.

Media 117

Media Video Artificial Inteligence Generative AI 117

CIO

JANUARY 6, 2025

They want to expand their use of artificial intelligence, deliver more value from those AI investments, further boost employee productivity, drive more efficiencies, improve resiliency, expand their transformation efforts, and more. I am excited about the potential of generative AI, particularly in the security space, she says.

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Generative AI Artificial Inteligence Innovation Off-The-Shelf 210

CIO

OCTOBER 24, 2024

To improve digital employee experience, start with IT employees “IT leaders can use the IT organization as a test bed to prove the effectiveness of proactively managing DEX,” says Goeson. A higher percentage of executive leaders than other information workers report experiencing sub-optimal DEX.

Metrics 178

Metrics Artificial Inteligence Machine Learning Report 178

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. Build and test training and inference prompts.

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Artificial Inteligence Training Machine Learning Performance 87

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.

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Artificial Inteligence Technical Review Healthcare Systems Review 113

AWS Machine Learning - AI

APRIL 16, 2025

Out-of-the-box models often lack the specific knowledge required for certain domains or organizational terminologies. To address this, businesses are turning to custom fine-tuned models, also known as domain-specific large language models (LLMs). You have the option to quantize the model.

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

NOVEMBER 22, 2024

Seamless integration of latest foundation models (FMs), Prompts, Agents, Knowledge Bases, Guardrails, and other AWS services. Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. Test your Flows with the implemented guardrails by entering a prompt in the Test Flow.

Generative AI 122

Generative AI Artificial Inteligence Knowledge Base AWS 122

Tenable

NOVEMBER 29, 2024

We're seeing the large models and machine learning being applied at scale," Josh Schmidt, partner in charge of the cybersecurity assessment services team at BPM, a professional services firm, told TechTarget. There has been automation in threat detection for a number of years, but we're also seeing more AI in general.

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Artificial Inteligence Research Generative AI Artificial Intelligence 76

CIO

MARCH 18, 2025

Post-training is a set of processes and techniques for refining and optimizing a machine learning model after its initial training on a dataset. It is intended to improve a models performance and efficiency and sometimes includes fine-tuning a model on a smaller, more specific dataset.

Artificial Inteligence 139

Artificial Inteligence Microservices Data Center Azure 139

AWS Machine Learning - AI

NOVEMBER 7, 2024

The generative AI playground is a UI provided to tenants where they can run their one-time experiments, chat with several FMs, and manually test capabilities such as guardrails or model evaluation for exploration purposes. You can also bring your own customized models and deploy them to Amazon Bedrock for supported architectures.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

APRIL 30, 2025

Standard development best practices and effective cloud operating models, like AWS Well-Architected and the AWS Cloud Adoption Framework for Artificial Intelligence, Machine Learning, and Generative AI , are key to enabling teams to spend most of their time on tasks with high business value, rather than on recurrent, manual operations.

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Generative AI Artificial Inteligence AWS Machine Learning 59

TechCrunch

DECEMBER 12, 2023

Ensuring that usually entails deploying petri-dish-based microbiological monitoring, hardware and waiting for tests to return from labs. The factories that process our food and beverages (newsflash: no, it doesn’t come straight from a farm) have to be kept very clean, or we’d all get very ill, to be blunt. All rights reserved.

Artificial Inteligence 203

Artificial Inteligence Machine Learning Hardware Testing 203

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 109

Artificial Inteligence Applications Generative AI Off-The-Shelf 109

AWS Machine Learning - AI

DECEMBER 6, 2024

Today, we are excited to announce that Mistral-NeMo-Base-2407 and Mistral-NeMo-Instruct-2407 twelve billion parameter large language models from Mistral AI that excel at text generationare available for customers through Amazon SageMaker JumpStart. Similarly, you can deploy NeMo Instruct using its own model ID.

Artificial Inteligence 105

Artificial Inteligence AWS Generative AI Training 105

Crunchbase News

OCTOBER 30, 2024

By Priya Saiprasad It’s no surprise that the AI market has skyrocketed in recent years, with venture capital investments in artificial intelligence totaling $332 billion since 2019, per Crunchbase data. However, that alone is not enough to guarantee a company will endure the test of time. For more, head here.

Artificial Inteligence 121

Artificial Inteligence Artificial Intelligence Machine Learning Marketing 121

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.

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Artificial Inteligence CTO Coach Machine Learning Generative AI 197

AWS Machine Learning - AI

MARCH 3, 2025

These recipes include a training stack validated by Amazon Web Services (AWS) , which removes the tedious work of experimenting with different model configurations, minimizing the time it takes for iterative evaluation and testing. The following image shows the solution architecture for SageMaker training jobs.

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Artificial Inteligence Generative AI AWS Training 98