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...
Monday, August 30, 2021

TensorFlow.js Setup for React JS App (Manning liveProject)

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I explain the structure of my liveProject. It is a series of five projects, I use the first one as an example (it is free). React is highly ...
Monday, August 23, 2021

Routing Traffic Between FastAPI Pods in Kubernetes

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This is a quick tutorial to show how to route traffic between Kubernetes Pods. Both Pods are running FastAPI endpoints. I show how to create...
Thursday, August 19, 2021

Human Pose Estimation with TensorFlow.js and React

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Want to learn #MachineLearning and #React by doing? My @ManningBooks liveProject 'Human Pose Estimation with TensorFlow.js and React...
Monday, August 9, 2021

FastAPI Running on Kubernetes Pod

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Step-by-step tutorial where I explain and show how to run FastAPI app on Kubernetes Pod. I keep it simple. I explain when it makes sense to ...