Category: GitOps
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I purchased a NucBox K11 Mini PC for my AI homelab in June 2026. Setting up JupyterHub on K3s allowed me to spin up pre-configured notebook environments in a single click. Unfortunately, until August, I couldn’t get my hands on the OrangePi AI Studio Pro extension dock. The dock finally…
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+ Ascend NPU, CANN, Deep learning, Edge, Git, GitOps, Jupyter, Kubernetes, MindSpore, MLOps, Model training and evaluation, Python+
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The source code for this article is available on GitHub. I recently purchased the GMKtec NucBox K11 Mini PC for building my AI homelab and support my ongoing journey on MLOps and deep learning. This blog post explains my motivations for building my AI homelab, the difficulties I encountered along the way, the design decisions I…
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The source code for this article is available on: GitHub, GitCode. Kubeflow transforms Kubernetes into a self-service platform for AI practitioners and data scientists alike. It incorporates both established and emerging cloud and AI-native projects such as Istio, Envoy and Knative to support the entire MLOps lifecycle: data cleaning and preprocessing, model training, validation and serving etc. Originally developed by Google to…
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The source code for this lab exercise is available on GitHub. GitOps is the practice of delivering infrastructure and applications in a declarative manner based on a single, authoritative source of truth. Oftentimes, the source of truth is defined within a Git repository, hence the term GitOps, though recent developments have…
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OpenShift Container Platform (OCP), otherwise known as just OpenShift, is a comprehensive, feature-complete enterprise PaaS offering by Red Hat built on top of Kubernetes, available both as a fully managed service on popular public cloud platforms such as AWS (ROSA) and as an internal developer platform (IDP) to be deployed on-premises on existing private cloud…