dialvare / edge-cv-serie

End-to-end Computer vision at the edge blogseries

[WIP] End-to-end Computer vision at the edge blogseries

Episodes:

1. Setting up SNO on a DGX server:

   • [WIP] Single Node OpenShift installation on AWS
   • [WIP] Single Node OpenShift installation using the Assisted Installer on baremetal
   • Infrastructure configuration

2. Setting up and using RHODS on SNO:

   • Red Hat OpenShift Data Science (RHODS) deployment
   • Deploy the Computer Vision Annotation Tool (CVAT) on OpenShift Virtualization
   • Labeling a custom dataset using the CVAT application
   • Model training on SNO
   • Model training in the cloud

3. Deploying a trained model to the Edge:

   • Deploying and inferencing at the edge on non-dedicated GPU edge devices
   • Deploying and inferencing at the edge with GPU acceleration

4. Re-training the model with filed-gathered data