Servers: Canonical and Kubernetes
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Secure open source MLOps for AI/ML applications in financial services
The adoption of AI/ML in financial services is increasing as companies seek to drive more robust, data-driven decision processes as part of their digital transformation journey. For global banking, McKinsey estimates that AI technologies could potentially deliver up to $1 trillion of additional value each year. But productionising machine learning at scale is challenging.
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Monitoring ML Models in Kubernetes
Kubernetes is an open-source container orchestration system that can be used to deploy and manage machine learning models. By using Kubernetes, you can easily scale your models, ensure high availability, and automate the deployment process. Additionally, Kubernetes can be used to manage the
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How to install and run Gatus for health check monitoring in Kubernetes
Gatus is a health dashboard that gives you the ability to monitor your services using HTTP, ICMP, TCP, and even DNS queries as well as evaluate the result of said queries by using a list of conditions on values like the status code, the response time, the certificate expiration, the body and many others.