machine learning
Your ML Platform Isn’t Kubernetes-Native Just Because It Runs on Kubernetes
The real transformation begins when the ML lifecycle becomes declarative, observable, and recoverable. As Vara Bonthu described in a recent CNCF article, the great migration of AI workloads to Kubernetes is well ...
Your Model Works in the Notebook and Breaks in the Cluster
A model working in a notebook gives you a particular kind of confidence. The metrics look good, the code runs top to bottom, the researcher demos it, leadership nods, and everyone agrees ...
GitOps Wasn’t Built for Models, and It Shows
GitOps won the deployment argument. Everything goes in Git, the cluster reconciles itself to match, and your repository becomes the one place that tells you what’s actually running. It’s clean and auditable ...
Virtana Buys OpsCruise to Bring Observability to Kubernetes
Virtana has added a Kubernetes observability platform infused with machine learning algorithms to its portfolio via the acquisition of OpsCruise. Jon Cyr, vice president of product management for Virtana, said OpsCruise has ...
PerfectScale Unfurls SaaS Edition of AI Platform to Control K8s Costs
PerfectScale this week launched a software-as-a-service (SaaS) edition of its namesake platform that employs machine learning algorithms to identify usage patterns that better enable IT teams to control Kubernetes costs. Brendan Cooper, ...
Monitoring ML Models in Kubernetes
Image Source Machine Learning Models on 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 ...
Running Machine Learning Models in Containers: A Beginner’s Guide
Image Source What Is a Machine Learning Model? A machine learning (ML) model is a mathematical model that is used to predict the output of a given input data set. It is ...
AWS Leverages Containers to Automate ML Model Deployments
Amazon Web Services (AWS) is leveraging containers to make it simpler to deploy machine learning models constructed using the Amazon SageMaker Studio Notebook tool in production environments. Rather than setting up, configuring ...
AI and the Drive to Modern, Cloud-Native Applications
Artificial intelligence (AI) has changed how modern applications interact with us, and machine learning has driven the modernization of various processes and systems. We all know that artificial intelligence has strengthened its ...
Sysdig Employs AI to Thwart Container Cryptojacking Attacks
At the Black Hat USA 2022 conference, Sysdig today revealed it is adding machine learning algorithms capable of detecting cryptojacking attacks to its cloud service for securing container applications. The algorithms are ...
