kubeflow / examples

A repository to host extended examples and tutorials
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PSO particle swarm pipeline with Node-red GUI control #1042

Open jerry40214 opened 1 year ago

jerry40214 commented 1 year ago

Kubeflow pipeline inherently contains many laborious procedures to see AI training results. A PSO particle swarm algorithm is a useful algorithm applied to many industrial applications such multidimensional optimizations. We propose a PSO pipeline to be fused with popular AI algorithms such random forest, decision tree, etc, all via a Node-red GUI frontend. This application features energy optimization of a CNC machining scenario.
Node-red is an open source Graphical UI suite that features drag and drop node operations and customization. We are able to use kip server API to allow Node-red node to control the operation of the Kubeflow pipeline. Customized PSO/Random forest node will be constructed to allow easy and fast observation of the train results. Please let us know if this code set will be of use to you community and where we should do the PR to.