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How to Deploy Machine Learning Models on AWS Lambda Using Docker

Dzone - DevOps

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!

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Fargate vs. Lambda: The Battle of the Future

Dzone - DevOps

Fargate vs. Lambda has recently been a trending topic in the serverless space. Fargate and Lambda are two popular serverless computing options available within the AWS ecosystem. This blog aims to take a deeper look into the Fargate vs. This blog aims to take a deeper look into the Fargate vs. Lambda battle.

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Sending OpenTelemetry Data From AWS Lambda to Honeycomb

Honeycomb

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

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Techniques and approaches for monitoring large language models on AWS

AWS Machine Learning - AI

In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda. The file saved on Amazon S3 creates an event that triggers a Lambda function. The function invokes the modules.

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Building a Machine Learning Application With Cloudera Data Science Workbench And Operational Database, Part 1: The Set-Up & Basics

Cloudera

Python is used extensively among Data Engineers and Data Scientists to solve all sorts of problems from ETL/ELT pipelines to building machine learning models. employeeMap = employeeRDD.map( lambda x: Row( key = int (x[ 0 ]) , empId =x[ 1 ] , empName =x[ 2 ] , empState =x[ 3 ])). Introduction. from pyspark.sql import Row.

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AWS ECS vs. AWS Lambda: Top 5 Main Differences

Dzone - DevOps

Currently, AWS offers over 200 cloud services, including cloud hosting, storage, machine learning, and container management. In 2006, Amazon launched its cloud services platform, Amazon Web Services (AWS) , one of the leading cloud providers to date.

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Innovative data integration in 2024: Pioneering the future of data integration

CIO

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.