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Serverless Model Deployment in AWS: Streamlining with Lambda, Docker, and S3

2023-11-30T06:08:01+00:00

Welcome back to our series on model deployment in AWS! In the fast-paced world of machine learning and data science, the ability to deploy models efficiently and reliably is crucial. This is where AWS services, with their vast array of tools and capabilities, come into play. In this second installment, we will delve into the potent combination of AWS Lambda and Docker, coupled with the convenience of storing models in S3. This trio offers a scalable, cost-effective, and streamlined solution for deploying machine learning models in a production environment. If you recall, in the first part of our series, we [...]

Serverless Model Deployment in AWS: Streamlining with Lambda, Docker, and S32023-11-30T06:08:01+00:00

Creating a Slack Notification for Redis Errors with Lambda Function and CloudWatch Logs Integration

2023-10-22T14:15:34+00:00

As more companies turn to cloud solutions, monitoring and notification systems for errors are becoming increasingly crucial. Redis, an open-source, fast, in-memory key-value data store, is now a widely used solution for databases, cache, message brokers, and queues. However, like any software, Redis may experience errors that require immediate attention. This article will guide you through setting up an automated Slack Notification using Lambda Function and CloudWatch Logs Integration to receive real-time alerts when Redis errors occur. Let's begin by configuring the CloudWatch agent to send Redis logs to CloudWatch Logs by running sudo vi /opt/aws/amazon-cloudwatch-agent/bin/config.json in SSH. Suppose you [...]

Creating a Slack Notification for Redis Errors with Lambda Function and CloudWatch Logs Integration2023-10-22T14:15:34+00:00

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