CIO

OCTOBER 31, 2024

And the Lithia Springs production site in Georgia was converted to a serverless environment, which reduced costs and improved the company’s carbon footprint. But I’d like to see more differentiation between advanced analytics, machine learning, and AI to better use and understand functions, areas of application, and potential.”

Groups 133

Groups Systems Review Technical Review Serverless 133

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.

Generative AI 106

Generative AI AWS Artificial Inteligence Applications 106

Dzone - DevOps

FEBRUARY 5, 2023

Welcome to our tutorial on deploying a machine learning (ML) model on Amazon Web Services (AWS) Lambda using Docker. In this tutorial, we will walk you through the process of packaging an ML model as a Docker container and deploying it on AWS Lambda, a serverless computing service. So, let’s get started!

Machine Learning 98

Machine Learning Artificial Inteligence Lambda AWS 98

AWS Machine Learning - AI

NOVEMBER 7, 2024

API Gateway is serverless and hence automatically scales with traffic. The advantage of using Application Load Balancer is that it can seamlessly route the request to virtually any managed, serverless or self-hosted component and can also scale well. It’s serverless so you don’t have to manage the infrastructure.

Generative AI 97

Generative AI AWS Enterprise Artificial Inteligence 97

AWS Machine Learning - AI

NOVEMBER 22, 2024

Reduced time and effort in testing and deploying AI workflows with SDK APIs and serverless infrastructure. We can also quickly integrate flows with our applications using the SDK APIs for serverless flow execution — without wasting time in deployment and infrastructure management.

Generative AI 98

Generative AI Artificial Inteligence Knowledge Base AWS 98

Apiumhub

DECEMBER 9, 2024

Also combines data integration with machine learning. Serverless SQL Pools for On-Demand Querying Synapse includes serverless SQL pools for ad-hoc querying of data stored in Azure Data Lake without requiring dedicated compute resources. This is designed for large-scale data storage, query optimization, and analytics.

Azure 91

Azure Analytics Storage Machine Learning 91

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

Serverless 130

Serverless Generative AI Google Cloud Technical Review 130

AWS Machine Learning - AI

JANUARY 29, 2025

Amazon Bedrock Custom Model Import enables the import and use of your customized models alongside existing FMs through a single serverless, unified API. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability.

Generative AI 114

Generative AI Artificial Inteligence AWS Technical Review 114

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. Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times.

Generative AI 96

Generative AI Video Engineering Artificial Inteligence 96

Mentormate

MAY 31, 2023

In this article, we will discuss how MentorMate and our partner eLumen leveraged natural language processing (NLP) and machine learning (ML) for data-driven decision-making to tame the curriculum beast in higher education. Here, we will primarily focus on drawing insights from structured and unstructured (text) data.

Artificial Inteligence 98

Artificial Inteligence Machine Learning Education Analytics 98

AWS Machine Learning - AI

SEPTEMBER 3, 2024

That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help. In this post, we demonstrate how to leverage the new EMR Serverless integration with SageMaker Studio to streamline your data processing and machine learning workflows.

Serverless 98

Serverless AWS Artificial Inteligence Big Data 98

TechCrunch

MARCH 29, 2022

When Pinecone launched last year, the company’s message was around building a serverless vector database designed specifically for the needs of data scientists. This [format] is much more semantically rich and actionable for machine learning.

Data 216

Data Artificial Inteligence Serverless Machine Learning 216

TechCrunch

OCTOBER 3, 2022

A decade later, a startup called Immerok — founded by David Moravek, Holger Temme, Johannes Moser, Konstantin Knauf, Piotr Nowojski and Timo Walther — has developed an Apache Flink cloud service called Immerok Cloud, which is serverless — abstracting away the server management tasks needed to process streaming data.

Cloud 232

Cloud Data Serverless AWS 232

AWS Machine Learning - AI

APRIL 3, 2024

In this post, we show how to build a contextual text and image search engine for product recommendations using the Amazon Titan Multimodal Embeddings model , available in Amazon Bedrock , with Amazon OpenSearch Serverless. Amazon SageMaker Studio – It is an integrated development environment (IDE) for machine learning (ML).

Serverless 110

Serverless Artificial Inteligence Engineering Generative AI 110

CIO

MAY 8, 2024

Of late, innovative data integration tools are revolutionising how organisations approach data management, unlocking new opportunities for growth, efficiency, and strategic decision-making by leveraging technical advancements in Artificial Intelligence, Machine Learning, and Natural Language Processing. billion by 2025.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

AWS Machine Learning - AI

JANUARY 22, 2025

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using AWS tools without having to manage the infrastructure. With six years of experience in ML and cybersecurity, he brings a wealth of knowledge to his work.

Network 96

Network Artificial Inteligence Machine Learning Serverless 96

Dzone - DevOps

NOVEMBER 3, 2023

But text-to-image conversion typically involves deploying an end-to-end machine learning solution, which is quite resource-intensive. What if this capability was an API call away, thereby making the process simpler and more accessible for developers?

Serverless 97

Serverless AWS Generative AI Applications 97

Dzone - DevOps

APRIL 6, 2023

The field of machine learning has advanced considerably in recent years, enabling us to tackle complex problems with greater ease and accuracy. However, the process of building and training machine learning models can be a daunting task, requiring significant investments of time, resources, and expertise.

Serverless 97

Serverless AWS Machine Learning Artificial Inteligence 97

DevOps.com

FEBRUARY 14, 2025

DataRobot,a provider of a platform for building artificial intelligence (AI) applications, this week acquired Agnostic, a provider of an open source distributed computing platform, dubbed Covalent, that will be integrated with its machine learning operations (MLOps) framework.

Artificial Inteligence 68

Artificial Inteligence Artificial Intelligence Serverless Open Source 68

AWS Machine Learning - AI

NOVEMBER 22, 2023

In addition, customers are looking for choices to select the most performant and cost-effective machine learning (ML) model and the ability to perform necessary customization (fine-tuning) to fit their business use cases. An OpenSearch Serverless collection. A SageMaker execution role with access to OpenSearch Serverless.

Artificial Inteligence 103

Artificial Inteligence Serverless Engineering Machine Learning 103

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.

Artificial Inteligence 95

Artificial Inteligence Generative AI Travel AWS 95

AWS Machine Learning - AI

AUGUST 21, 2024

Amazon SageMaker Canvas is a no-code machine learning (ML) service that empowers business analysts and domain experts to build, train, and deploy ML models without writing a single line of code. Athena is a serverless, interactive analytics service that provides a simplified and flexible way to analyze petabytes of data where it lives.

Artificial Inteligence 101

Artificial Inteligence Machine Learning Government Software Review 101

AWS Machine Learning - AI

APRIL 9, 2025

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. He specializes in machine learning and is a generative AI lead for NAMER startups team.

Artificial Inteligence 106

Artificial Inteligence Generative AI AWS Applications 106

AWS Machine Learning - AI

OCTOBER 29, 2024

Cost optimization – This solution uses serverless technologies, making it cost-effective for the observability infrastructure. This post focused is on Amazon Bedrock, but it can be extended to broader machine learning operations (MLOps) workflows or integrated with other AWS services such as AWS Lambda or Amazon SageMaker.

Generative AI 94

Generative AI Applications AWS Knowledge Base 94

AWS Machine Learning - AI

APRIL 10, 2025

AWS is the first major cloud provider to deliver Pixtral Large as a fully managed, serverless model. With a strong focus on trending AI technologies, including generative AI, AI agents, and the Model Context Protocol (MCP), Deepesh leverages his expertise in machine learning to design innovative, scalable, and secure solutions.

Generative AI 81

Generative AI AWS Technical Review Artificial Inteligence 81

Palo Alto Networks

OCTOBER 22, 2024

Real-time monitoring and anomaly detection systems powered by artificial intelligence and machine learning, capable of identifying and responding to threats in cloud environments within seconds. Leverage AI and machine learning to sift through large volumes of data and identify potential threats quickly.

Cloud 105

Cloud Artificial Inteligence Software Review Systems Review 105

Prisma Clud

NOVEMBER 22, 2024

virtual machines, containers, Kubernetes, serverless applications and open-source software). Complementing DSPM is AI-SPM, a comprehensive approach for ensuring the security and integrity of AI and machine learning (ML) systems.

AWS 105

AWS Cloud Network Compliance 105

AWS Machine Learning - AI

JANUARY 22, 2025

These services use advanced machine learning (ML) algorithms and computer vision techniques to perform functions like object detection and tracking, activity recognition, and text and audio recognition. He has helped multiple enterprises harness the power of AI and machine learning on AWS.

Generative AI 95

Generative AI Video Analysis Technical Review 95

AWS Machine Learning - AI

MARCH 14, 2025

The architecture is complemented by essential supporting services, including AWS Key Management Service (AWS KMS) for security and Amazon CloudWatch for monitoring, creating a resilient, serverless container environment that alleviates the need to manage underlying infrastructure while maintaining robust security and high availability.

AWS 116

AWS Generative AI Linux Groups 116

AWS Machine Learning - AI

OCTOBER 31, 2024

Performance optimization The serverless architecture used in this post provides a scalable solution out of the box. He enjoys supporting customers in their digital transformation journey, using big data, machine learning, and generative AI to help solve their business challenges.

Generative AI 109

Generative AI Lambda Applications AWS 109

AWS Machine Learning - AI

OCTOBER 11, 2024

The solution is designed to be fully serverless on AWS and can be deployed as infrastructure as code (IaC) by usingf the AWS Cloud Development Kit (AWS CDK). It can be extended to incorporate additional types of operational events—from AWS or non-AWS sources—by following an event-driven architecture (EDA) approach.

Cloud 87

Cloud AWS Serverless Microservices 87

AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

Serverless 73

Serverless Artificial Inteligence AWS Software Review 73

AWS Machine Learning - AI

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

Knowledge Base 114

Knowledge Base Scalability Applications Generative AI 114

AWS Machine Learning - AI

MARCH 4, 2025

Using Amazon Bedrock Knowledge Base, the sample solution ingests these documents and generates embeddings, which are then stored and indexed in Amazon OpenSearch Serverless. Amazon Textract extracts the content from the uploaded documents, making it machine-readable for further processing.

Generative AI 91

Generative AI Technical Review Software Review Systems Review 91

AWS Machine Learning - AI

AUGUST 5, 2024

Prerequisites To implement the solution provided in this post, you should have the following: An active AWS account and familiarity with FMs, Amazon Bedrock, and OpenSearch Serverless. He specializes in generative AI, machine learning, and system design. An S3 bucket where your documents are stored in a supported format (.txt,md,html,doc/docx,csv,xls/.xlsx,pdf).

Knowledge Base 112

Knowledge Base AWS Generative AI Machine Learning 112

AWS Machine Learning - AI

FEBRUARY 11, 2025

Amazon Comprehend provides real-time APIs, such as DetectPiiEntities and DetectEntities , which use natural language processing (NLP) machine learning (ML) models to identify text portions for redaction. Macie uses machine learning to automatically discover, classify, and protect sensitive data stored in AWS.

Knowledge Base 79

Knowledge Base Lambda Enterprise AWS 79

AWS Machine Learning - AI

FEBRUARY 9, 2024

Because Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. For more information, refer to Building a Multi-Tenant SaaS Solution Using AWS Serverless Services.

Lambda 134

Lambda Generative AI AWS Microservices 134