๐ Resources
Title: KServe and Triton Inference Server for model serving on Kubernetes โ URL:
https://kserve.github.io/website/docs/model-serving/predictive-inference/frameworks/overview
Title: vLLM vs Triton vs KServe โ where each fits โ URL:
https://www.kubenatives.com/p/vllm-vs-triton-vs-kserve-kubernetes
Title: Deploy a FastAPI ML inference service to a local kind cluster end-to-end โ URL:
https://medium.com/@austin.adeyanju/deploying-machine-learning-models-on-kubernetes-a-practical-guide-with-fastapi-docker-and-kind-048fdf1483f4
Title: Run a Stateless Application Using a Deployment โ URL:
https://kubernetes.io/docs/tasks/run-application/run-stateless-application-deployment/
Title: Using a Service to Expose Your App โ URL:
https://kubernetes.io/docs/tutorials/kubernetes-basics/expose/expose-intro/
Week 09 ยท Scaling & GPU-Aware Scheduling: HPA and the NVIDIA GPU Operator