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Securing Machine Learning Pipelines: Best Practices in Amazon SageMaker

2024-01-17T00:45:41+00:00

Introduction In today's digital era, the importance of security in machine learning (ML) pipelines cannot be overstated. As ML systems increasingly become integral to business operations and decision-making, ensuring the integrity and security of these systems is paramount. A breach or a flaw in an ML pipeline can lead to compromised data, erroneous decision-making, and potentially catastrophic consequences for businesses and individuals alike. This section will delve into why securing ML pipelines is crucial, highlighting the potential risks and impacts of security lapses. Short Introduction to Amazon SageMaker Amazon SageMaker is a fully managed service that provides every developer and [...]

Securing Machine Learning Pipelines: Best Practices in Amazon SageMaker2024-01-17T00:45:41+00:00

AWS AppConfig

2024-04-12T13:51:35+00:00

Bookmarks Key Features Benefits Use Cases Pricing Reference AWS AppConfig Cheat Sheet AWS AppConfig allows software developers to quickly and securely adjust application behavior in production environments without needing to deploy code. It enhances the frequency of software releases, improves application resilience, and enables rapid response to emergent issues. Key Features Feature Flags: Allows gradual release of new capabilities to users and measures the impact of those changes before full deployment. Dynamic Configurations: Enables updates to block lists, allow lists, throttling limits, logging verbosity, and other operational tuning to quickly respond to [...]

AWS AppConfig2024-04-12T13:51:35+00:00

Efficient Log Monitoring: Filter CloudWatch Logs with Metric Filters and Get SNS Notifications

2023-06-05T01:49:15+00:00

Monitoring logs efficiently is essential in today's fast-paced and data-centric world, especially for cloud-based applications and services. Amazon Web Services (AWS) provides a robust solution called CloudWatch Logs, which enables centralized log monitoring, analysis, and management. One of the key functionalities of CloudWatch Logs is the ability to filter logs effectively using metric filters and receive notifications through Amazon Simple Notification Service (SNS). This combination empowers users to streamline log analysis, identify critical events, and take proactive measures to ensure smooth application operation. Understanding CloudWatch Logs Before delving into the details of using metric filters and SNS notifications, let's gain [...]

Efficient Log Monitoring: Filter CloudWatch Logs with Metric Filters and Get SNS Notifications2023-06-05T01:49:15+00:00

Adding Logs Insights Queries To Your CloudWatch Dashboard

2023-05-29T02:37:32+00:00

Introduction Widgets are the building blocks of a CloudWatch dashboard. They come in various types that can help you interpret metrics in a way that's not only meaningful but also tailored to your specific needs. While they are typically used for visualizing metrics, widgets can also display the results of Logs Insights queries on your dashboard. Logs Insights queries as a checklist You can save Logs Insights queries to create a "troubleshooting checklist" for various situations. For example, if there's a sudden increase in your application's load, you might wanna check your logs first for any high number of requests, [...]

Adding Logs Insights Queries To Your CloudWatch Dashboard2023-05-29T02:37:32+00:00

AWS CloudTrail vs Amazon CloudWatch

2023-06-27T01:45:43+00:00

AWS CloudTrail vs Amazon CloudWatch Cheat Sheet CloudWatch is a monitoring service for AWS resources and applications. CloudTrail is a web service that records API activity in your AWS account. They are both useful monitoring tools in AWS. By default, CloudWatch offers free basic monitoring for your resources, such as EC2 instances, EBS volumes, and RDS DB instances. CloudTrail is also enabled by default when you create your AWS account. With CloudWatch, you can collect and track metrics, collect and monitor log files, and set alarms. CloudTrail, on the other hand, logs information on who made a request, the services [...]

AWS CloudTrail vs Amazon CloudWatch2023-06-27T01:45:43+00:00

Amazon CloudWatch

2024-02-12T07:42:29+00:00

Bookmarks CloudWatch Concepts CloudWatch Dashboard CloudWatch Events CloudWatch Logs CloudWatch Agent CloudWatch Metric Streams Authentication and Access Control Pricing Amazon CloudWatch-related Cheat Sheets Validate Your Knowledge Amazon CloudWatch Cheat Sheet Monitoring tool for your AWS resources and applications. Display metrics and create alarms that watch the metrics and send notifications or automatically make changes to the resources you are monitoring when a threshold is breached. CloudWatch is basically a metrics repository. An AWS service, such as Amazon EC2, puts metrics into the repository and you retrieve statistics [...]

Amazon CloudWatch2024-02-12T07:42:29+00:00

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