AI/ML: Persistent workspaces for multiple users
The first challenge for an AI/ML practitioner is gathering the necessary data to feed the process. The solution? Advanced planning algorithms that organize data better than humans in far less time.
Have you recently tried running oc new-app <docker-image>on Red Hat OpenShift and received a similar error message to the one below? W0216 12:21:52.014221 671649 dockerimagelookup.go:237] container image registry lookup failed: docker.io/username/image:latest: toomanyrequests: You have reached your pull rate limit. You may increase the limit by authenticating and upgrading: https://www.docker.com/increase-rate-limit If so, you do not need […]
Odo 2.0 introduces a configuration file named devfile.yaml. Odo uses this configuration file to set up cloud-native projects and determine the actions required for events such as building, running, and debugging a project. If you are an Eclipse Che user, devfile.yaml should sound familiar: Eclipse Che uses devfiles to express developer workspaces, and they have […]
Kubernetes is an established foundation layer for cloud-native microservices and serverless architectures. By automating application deployment, scaling, and management, Kubernetes changes the developer’s daily workflow in terms of inner loop development (local coding, building, running, and testing the application) and outer loop development (integration testing, continuous deployment, and security). Developers using Kubernetes also must plan […]
Applications are often developed, tested, and delivered in containers, and Red Hat OpenShift is a great platform for that purpose. Sometimes, however, the target machine is much smaller than a Kubernetes cluster. It might be an embedded server, industry PC hardware, or a single server. Let’s say the target machine was a Red Hat Enterprise […]
OpenJDK has long been a top pick for real-world applications and workloads, chosen for its blend of performance, compatibility, reliability, and observability. For many years, JDK Flight Recorder (JFR) and JDK Mission Control (JMC) have contributed to OpenJDK’s success. Until recently, both were commercial features, however, available only for certain users and workloads. In 2018, […]
Red Hat Decision Manager helps organizations introduce the benefits of artificial intelligence to their daily operations. It is based on Drools, a popular open source project known for its powerful rules engine. In Part 1 of this article, we built a machine learning algorithm and stored it in a Predictive Model Markup Language (PMML) file. […]