AWS Machine Learning - AI

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Tenant This part represents the tenants using the AI gateway capabilities.

Generative AI 106

Generative AI AWS Enterprise Artificial Inteligence 106

AWS Machine Learning - AI

FEBRUARY 11, 2025

Large-scale data ingestion is crucial for applications such as document analysis, summarization, research, and knowledge management. The service users permissions are authenticated using IAM Identity Center, an AWS solution that connects workforce users to AWS managed applications like Amazon Q Business.

Knowledge Base 84

Knowledge Base Lambda Enterprise AWS 84

Honeycomb

DECEMBER 12, 2019

When we introduced Secondary Storage two years ago, it was a deliberate compromise between economy and performance. Compared to Honeycomb’s primary NVMe storage attached to dedicated servers, secondary storage let customers keep more data for less money. Enter AWS Lambda. Today things look very different.

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Lambda Storage Serverless Performance 86

Xebia

JANUARY 8, 2024

Introduction With an ever-expanding digital universe, data storage has become a crucial aspect of every organization’s IT strategy. S3 Storage Undoubtedly, anyone who uses AWS will inevitably encounter S3, one of the platform’s most popular storage services. Storage Class Designed For Retrieval Change Min.

Storage 147

Storage AWS Backup Policies 147

AWS Machine Learning - AI

APRIL 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon with a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

Similarly, in text-to-speech applications, understanding the subtle nuances of human speech—from the length of pauses between phrases to changes in emotional tone—requires detailed human feedback at a segment level. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 87

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AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so 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. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 92

Knowledge Base Generative AI Technical Review Lambda 92

AWS Machine Learning - AI

JANUARY 13, 2025

The solution consists of the following steps: Relevant documents are uploaded and stored in an Amazon Simple Storage Service (Amazon S3) bucket. The text extraction AWS Lambda function is invoked by the SQS queue, processing each queued file and using Amazon Textract to extract text from the documents.

Education 96

Education Report Technical Review Generative AI 96

AWS Machine Learning - AI

NOVEMBER 14, 2024

With the significant developments in the field of generative AI , intelligent applications powered by foundation models (FMs) can help users map out an itinerary through an intuitive natural conversation interface. Amazon Bedrock is the place to start when building applications that will amaze and inspire your users.

Artificial Inteligence 104

Artificial Inteligence Generative AI Travel AWS 104

AWS Machine Learning - AI

MARCH 4, 2025

Consistency and enhanced accuracy The approach provides a consistent application of AWS Well-Architected principles across reviews, reducing human bias and oversight. Scalable architecture Uses AWS services like AWS Lambda and Amazon Simple Queue Service (Amazon SQS) for efficient processing of multiple reviews.

Generative AI 89

Generative AI Technical Review Software Review Systems Review 89

AWS Machine Learning - AI

JULY 10, 2024

However, it’s important to note that in RAG-based applications, when dealing with large or complex input text documents, such as PDFs or.txt files, querying the indexes might yield subpar results. In the next section, we discuss custom processing using Lambda function provided by Knowledge bases for Amazon Bedrock.

Knowledge Base 128

Knowledge Base Artificial Inteligence Lambda Applications 128

Dzone - DevOps

JUNE 19, 2023

In this blog post, you will learn how to build a Serverless solution to process images using Amazon Rekognition , AWS Lambda and the Go programming language.

Serverless 97

Serverless Lambda Applications AWS 97

AWS Machine Learning - AI

MAY 14, 2024

An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF). The interplay between Generative AI and human input paves the way for more accurate and responsible applications. UI and the Chatbot example application to test human-workflow scenario.

Generative AI 109

Generative AI Artificial Inteligence AWS Applications 109

Dzone - DevOps

JUNE 29, 2023

In this blog post, you will learn how to build a Serverless speech-to-text conversion solution using Amazon Transcribe , AWS Lambda , and the Go programming language.

Serverless 98

Serverless Lambda Applications AWS 98

AWS Machine Learning - AI

FEBRUARY 25, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Lambda 62

Lambda Generative AI AWS Software Review 62

Dzone - DevOps

OCTOBER 2, 2023

In this blog post, you will learn how to build a Serverless solution for entity detection using Amazon Comprehend , AWS Lambda , and the Go programming language. Text files uploaded to Amazon Simple Storage Service (S3) will trigger a Lambda function which will further analyze it, extract entity metadata (name, type, etc.)

Serverless 97

Serverless AWS Lambda Applications 97

AWS Machine Learning - AI

FEBRUARY 19, 2024

Therefore, a managed solution that handles these undifferentiated tasks could streamline and accelerate the process of implementing and managing RAG applications. It also supports source attribution and short-term memory needed for RAG applications. A contextually relevant response is sent back to the chatbot application and user.

Knowledge Base 114

Knowledge Base Artificial Inteligence Applications Lambda 114

AWS Machine Learning - AI

MARCH 13, 2025

However, inference of LLMs as single model invocations or API calls doesnt scale well with many applications in production. The Lambda function spins up an Amazon Bedrock batch processing endpoint and passes the S3 file location. You can also use batch inference to improve the performance of model inference on large datasets.

Artificial Inteligence 92

Artificial Inteligence Systems Review System Generative AI 92

Perficient

MARCH 27, 2025

Unlike Terraform, which uses HCL, Pulumi enables you to define infrastructure using Python, making it easier for developers to integrate infrastructure with application code. Storage: S3 for static content and RDS for a managed database. Amazon EC2 : Virtual machines (compute instances) running applications or services.

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AWS Machine Learning - AI

MARCH 18, 2025

The process flow consists of the following steps: Audio input Patients participating in clinical trials can provide their updates, symptoms, and feedback through voice recordings using a mobile application or a dedicated recording device. Copying these sample files will trigger an S3 event invoking the AWS Lambda function audio-to-text.

Artificial Inteligence 77

Artificial Inteligence Technical Review Healthcare Systems Review 77

AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we provide a step-by-step guide with the building blocks needed for creating a Streamlit application to process and review invoices from multiple vendors. Streamlit is an open source framework for data scientists to efficiently create interactive web-based data applications in pure Python.

Software Review 99

Software Review Technical Review AWS Artificial Inteligence 99

AWS Machine Learning - AI

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Lambda 141

Lambda Generative AI AWS Microservices 141

AWS Machine Learning - AI

AUGUST 13, 2024

Amazon Bedrock offers a serverless experience, so you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using the AWS tools without having to manage the infrastructure. Figure 1: Architecture – Standard Form – Data Extraction & Storage.

Healthcare 126

Healthcare Artificial Inteligence Analysis Lambda 126

Dzone - DevOps

APRIL 24, 2023

Today, most organizations prefer to host applications and services on the cloud due to ease of deployment, high security, scalability, and cheap maintenance costs over on-premise infrastructure. Currently, AWS offers over 200 cloud services, including cloud hosting, storage, machine learning, and container management.

AWS 98

AWS Lambda Software Review Artificial Inteligence 98

Cloudera

JANUARY 6, 2021

Apache HBase is an effective data storage system for many workflows but accessing this data specifically through Python can be a struggle. employeeMap = employeeRDD.map( lambda x: Row( key = int (x[ 0 ]) , empId =x[ 1 ] , empName =x[ 2 ] , empState =x[ 3 ])). employeeRDD = spark.sparkContext.parallelize(employee). builder. .appName(

Artificial Inteligence 133

Artificial Inteligence Machine Learning Data Applications 133

AWS Machine Learning - AI

APRIL 24, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Artificial Inteligence 127

Artificial Inteligence Lambda Knowledge Base IoT 127

CIO

NOVEMBER 2, 2023

After being in cloud and leveraging it better, we are able to manage compute and storage better ourselves,” said the CIO, who notes that vendors are not cutting costs on licenses or capacity but are offering more guidance and tools. He went with cloud provider Wasabi for those storage needs. “We

Strategy 211

Strategy Cloud Data Center Budget 211

AWS Machine Learning - AI

MARCH 15, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Generative AI 136

Generative AI Lambda AWS Artificial Inteligence 136

AWS Machine Learning - AI

JUNE 26, 2024

Generative AI agents, which form the backbone of AI-powered assistants, can orchestrate interactions between foundation models, data sources, software applications, and users. For unstructured data, the agent uses AWS Lambda functions with AI services such as Amazon Comprehend for natural language processing (NLP).

Artificial Inteligence 121

Artificial Inteligence Research Knowledge Base Applications 121

The Crazy Programmer

SEPTEMBER 25, 2023

Get 1 GB of free storage. Constant deployment that will keep applications updated. Try Render Vercel Earlier known as Zeit, the Vercel app acts as the top layer of AWS Lambda which will make running your applications easy. Features: Simple deployment with just one click. Auto Scaling for traffic surges.

Serverless 180

Serverless AWS Google Cloud Azure 180

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. The application is ready to be tested at the domain URL. Choose Save and deploy.

Lambda 124

Lambda AWS Generative AI Resources 124

AWS Machine Learning - AI

MARCH 7, 2024

The workflow consists of the following steps: A user uploads multiple images into an Amazon Simple Storage Service (Amazon S3) bucket via a Streamlit web application. The Streamlit web application calls an Amazon API Gateway REST API endpoint integrated with the Amazon Rekognition DetectLabels API , which detects labels for each image.

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AWS Lambda Generative AI Report 135

AWS Machine Learning - AI

JULY 11, 2024

Figure 1 : High level overview of creating Infrastructure as Code from architecture diagram Initial Input through the Amazon Bedrock chat console : The user begins by entering the name of their Amazon Simple Storage Service (Amazon S3) bucket and the object (key) name where the architecture diagram is stored into the Amazon Bedrock chat console.

Software Review 128

Software Review Infrastructure Lambda Generative AI 128

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 52

Lambda Software Review AWS Serverless 52

Dzone - DevOps

MAY 1, 2023

With the growth of the application modernization demands, monolithic applications were refactored to cloud-native microservices and serverless functions with lighter, faster, and smaller application portfolios for the past years.

Serverless 94

Serverless Lambda Data AWS 94

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Generative AI and foundation models (FMs) play an important role in creating applications using an organization’s data that improve customer experiences and employee productivity. In this post, we provide a step-by-step guide for creating an enterprise ready RAG application such as a question answering bot.

Artificial Inteligence 126

Artificial Inteligence Applications Generative AI AWS 126

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Generative artificial intelligence (AI) applications are commonly built using a technique called Retrieval Augmented Generation (RAG) that provides foundation models (FMs) access to additional data they didn’t have during training. The post is co-written with Michael Shaul and Sasha Korman from NetApp.

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Generative AI AWS Applications Serverless 85