Openxcell

JANUARY 20, 2025

LLM or large language models are deep learning models trained on vast amounts of linguistic data so they understand and respond in natural language (human-like texts). The inner transformer architecture comprises a bunch of neural networks in the form of an encoder and a decoder.

Artificial Inteligence 105

Artificial Inteligence Tools Open Source Architecture 105

CIO

NOVEMBER 19, 2024

All industries and modern applications are undergoing rapid transformation powered by advances in accelerated computing, deep learning, and artificial intelligence. The next phase of this transformation requires an intelligent data infrastructure that can bring AI closer to enterprise data.

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CIO

APRIL 23, 2025

This is where Delta Lakehouse architecture truly shines. Approach Sid Dixit Implementing lakehouse architecture is a three-phase journey, with each stage demanding dedicated focus and independent treatment. Step 2: Transformation (using ELT and Medallion Architecture ) Bronze layer: Keep it raw.

Insurance 163

Insurance Artificial Inteligence Data Architecture 163

Dzone - DevOps

MARCH 28, 2025

With rapid progress in the fields of machine learning (ML) and artificial intelligence (AI), it is important to deploy the AI/ML model efficiently in production environments. The architecture downstream ensures scalability, cost efficiency, and real-time access to applications.

Scalability 88

Scalability Artificial Inteligence AWS Artificial Intelligence 88

CIO

MARCH 14, 2025

But the increase in use of intelligent tools in recent years since the arrival of generative AI has begun to cement the CAIO role as a key tech executive position across a wide range of sectors. The role of artificial intelligence is very closely tied to generating efficiencies on an ongoing basis, as well as implying continuous adoption.

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Artificial Inteligence Artificial Intelligence Generative AI Government 194

CIO

APRIL 16, 2025

Jenga builder: Enterprise architects piece together both reusable and replaceable components and solutions enabling responsive (adaptable, resilient) architectures that accelerate time-to-market without disrupting other components or the architecture overall (e.g. compromising quality, structure, integrity, goals).

Technical Review 184

Technical Review Enterprise Strategy Innovation 184

AWS Machine Learning - AI

FEBRUARY 26, 2024

Large Language Models (LLMs) have revolutionized the field of natural language processing (NLP), improving tasks such as language translation, text summarization, and sentiment analysis. Monitoring the performance and behavior of LLMs is a critical task for ensuring their safety and effectiveness.

Artificial Inteligence 140

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AWS Machine Learning - AI

DECEMBER 4, 2024

Organizations can use these models securely, and for models that are compatible with the Amazon Bedrock Converse API, you can use the robust toolkit of Amazon Bedrock, including Amazon Bedrock Agents , Amazon Bedrock Knowledge Bases , Amazon Bedrock Guardrails , and Amazon Bedrock Flows. You can find him on LinkedIn.

Artificial Inteligence 106

Artificial Inteligence Microservices Generative AI AWS 106

CIO

JANUARY 15, 2025

2] The myriad potential of GenAI enables enterprises to simplify coding and facilitate more intelligent and automated system operations. By leveraging large language models and platforms like Azure Open AI, for example, organisations can transform outdated code into modern, customised frameworks that support advanced features.

Generative AI 186

Generative AI Applications Artificial Inteligence Azure 186

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

APRIL 23, 2025

National Laboratory has implemented an AI-driven document processing platform that integrates named entity recognition (NER) and large language models (LLMs) on Amazon SageMaker AI. In this post, we discuss how you can build an AI-powered document processing platform with open source NER and LLMs on SageMaker.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

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

AWS Machine Learning - AI

OCTOBER 29, 2024

Although batch inference offers numerous benefits, it’s limited to 10 batch inference jobs submitted per model per Region. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. This automatically deletes the deployed stack.

Scalability 129

Scalability Lambda Generative AI AWS 129

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. Artificial intelligence has contributed to complexity.

Artificial Inteligence 87

Artificial Inteligence Artificial Intelligence Analysis Banking 87

CIO

FEBRUARY 11, 2025

Add to this the escalating costs of maintaining legacy systems, which often act as bottlenecks for scalability. The latter option had emerged as a compelling solution, offering the promise of enhanced agility, reduced operational costs, and seamless scalability. Scalability. Architecture complexity. Legacy infrastructure.

Serverless 154

Serverless Architecture Microservices Scalability 154

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.

Generative AI 119

Generative AI AWS Artificial Inteligence Applications 119

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. Here is an example from LangChain.

Artificial Inteligence 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

JUNE 18, 2024

Traditional neural network models like RNNs and LSTMs and more modern transformer-based models like BERT for NER require costly fine-tuning on labeled data for every custom entity type. By using the model’s broad linguistic understanding, you can perform NER on the fly for any specified entity type.

Artificial Inteligence 126

Artificial Inteligence Generative AI AWS Machine Learning 126

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

MAY 6, 2025

Its AI thats not just scalable, but because its in the platform, its secure, governed, and enterprise-trusted. Through the control tower, customers can govern and secure AI agents, models, and workflows from a single pane of glass. ServiceNow said it expects the new model to be available in Q2 this year.

Artificial Inteligence 171

Artificial Inteligence Microservices Conference Google Cloud 171

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). The following diagram is the solution architecture.

Artificial Inteligence 101

Artificial Inteligence Generative AI AWS Storage 101

CIO

FEBRUARY 25, 2025

CIOs who bring real credibility to the conversation understand that AI is an output of a well architected, well managed, scalable set of data platforms, an operating model, and a governance model. CIOs have shared that in every meeting, people are enamored with AI and gen AI.

Technical Review 189

Technical Review Artificial Inteligence How To Recruiting 189

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.

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Generative AI Technical Review Software Review Systems Review 118

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 123

Case Study Artificial Inteligence Study Generative AI 123

AWS Machine Learning - AI

APRIL 30, 2025

With advancement in AI technology, the time is right to address such complexities with large language models (LLMs). Amazon Bedrock has helped democratize access to LLMs, which have been challenging to host and manage. The following diagram illustrates the architecture using AWS services.

Artificial Inteligence 103

Artificial Inteligence Technical Review Software Review Generative AI 103

AWS Machine Learning - AI

OCTOBER 16, 2024

As DPG Media grows, they need a more scalable way of capturing metadata that enhances the consumer experience on online video services and aids in understanding key content characteristics. The following were some initial challenges in automation: Language diversity – The services host both Dutch and English shows.

Media 117

Media Video Artificial Inteligence Generative AI 117

Dataiku

JANUARY 7, 2025

At Dataiku Everyday AI events in Dallas, Toronto, London, Berlin, and Dubai this past fall, we talked about an architecture paradigm for LLM-powered applications: an LLM Mesh. What actually is an LLM Mesh? How does it help organizations scale up the development and delivery of LLM-powered applications?

Artificial Inteligence 52

Artificial Inteligence Applications Scalability Architecture 52

CIO

NOVEMBER 22, 2024

MIT event, moderated by Lan Guan, CAIO at Accenture Accenture “98% of business leaders say they want to adopt AI, right, but a lot of them just don’t know how to do it,” claimed Guan, who is currently working with a large airliner in Saudi Arabia, a large pharmaceutical company, and a high-tech company to implement generative AI blueprints in-house.

Airlines 204

Airlines LAN Generative AI Travel 204

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 111

Generative AI Video Engineering Artificial Inteligence 111

CIO

NOVEMBER 21, 2024

For instance, an e-commerce platform leveraging artificial intelligence and data analytics to tailor customer recommendations enhances user experience and revenue generation. These metrics might include operational cost savings, improved system reliability, or enhanced scalability.

Strategy 182

Strategy Technical Advisors Agile Culture 182

AWS Machine Learning - AI

MARCH 13, 2025

Advancements in multimodal artificial intelligence (AI), where agents can understand and generate not just text but also images, audio, and video, will further broaden their applications. This post will discuss agentic AI driven architecture and ways of implementing.

Artificial Inteligence 95

Artificial Inteligence Lambda Generative AI Travel 95

Openxcell

JANUARY 20, 2025

Have you ever imagined how artificial intelligence has changed our lives and the way businesses function? The rise of AI models, such as the foundation model and LLM, which offer massive automation and creativity, has made this possible. What are LLMs? It ultimately increases the performance and versatility.

Artificial Inteligence 52

Artificial Inteligence Generative AI Training Architecture 52

AWS Machine Learning - AI

JULY 31, 2024

Amazon Web Services (AWS) is committed to supporting the development of cutting-edge generative artificial intelligence (AI) technologies by companies and organizations across the globe. This led them to adopt a curriculum learning approach that gradually introduced increasingly complex data to their model.

Artificial Inteligence 128

Artificial Inteligence AWS Programming Innovation 128

CIO

DECEMBER 30, 2024

AI and machine learning are poised to drive innovation across multiple sectors, particularly government, healthcare, and finance. AI and machine learning evolution Lalchandani anticipates a significant evolution in AI and machine learning by 2025, with these technologies becoming increasingly embedded across various sectors.

Trends 158

Trends Innovation IoT Disaster Recovery 158

CIO

APRIL 25, 2025

By leveraging genAI assistants and large language models, AI search can interpret a user request and deliver results in a business context. Look for an open ecosystem that integrates with all the major AI foundation models and supports your own models so existing investments arent wasted.

Enterprise 123

Enterprise Artificial Inteligence Survey Firewall 123

AWS Machine Learning - AI

APRIL 30, 2025

Booking.com , one of the worlds leading digital travel services, is using AWS to power emerging generative AI technology at scale, creating personalized customer experiences while achieving greater scalability and efficiency in its operations. One of the things we really like about AWSs approach to generative AI is choice.

Generative AI 68

Generative AI Artificial Inteligence AWS Machine Learning 68

CIO

MARCH 27, 2025

Are you using artificial intelligence (AI) to do the same things youve always done, just more efficiently? EXL executives and AI practitioners discussed the technologys full potential during the companys recent virtual event, AI in Action: Driving the Shift to Scalable AI. If so, youre only scratching the surface. The EXLerate.AI

Artificial Inteligence 95

Artificial Inteligence Insurance Generative AI Artificial Intelligence 95