Monday, October 25, 2021

MLOps: Extend Skipper ML Services

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The goal of this video is to explain Skipper from MLOps user perspective, different blocks of Skipper and how they fit together. I show how ...
Monday, October 18, 2021

Running Kubernetes on Oracle Cloud OCI

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Oracle Cloud OCI provides a good environment to run your Kubernetes workloads. In this video, I show how to access Kubernetes cluster in OCI...
Monday, October 11, 2021

MLOps: Scaling TensorFlow Model on Kubernetes

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ML model serving/prediction API can be scaled on Kubernetes by adding or removing Pod instances. I show you a live demo and explain how scal...
Sunday, October 3, 2021

MLOps: Sharing Model Across Services

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Typically you would want to scale ML model training and ML inference/prediction services separately. This means services should not share th...
Sunday, September 26, 2021

MLOps with TensorFlow and Kubernetes Powered by RabbitMQ and FastAPI

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I show how to run TensorFlow model training and data processing containers in a single Pod in Kubernetes. Model training container runs as a...
Monday, September 20, 2021

RabbitMQ on Kubernetes in Skipper

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RabbitMQ works great for event-based microservices implementation. Katana ML Skipper is our open source product, it helps to run workflows a...
Monday, September 13, 2021

FastAPI on Kubernetes with NGINX Ingress

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A simple tutorial about a complex thing - how to expose FastAPI app to the world on Kubernets with NGINX Ingress Controller. I explain the s...