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 ...
Monday, August 2, 2021

Dockerfile and Docker Compose Tutorial for MLOps

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This is the tutorial, where I talk about MLOps, explain the difference between Dockerfile and Docker Compose YML definition file. I briefly ...
Monday, July 26, 2021

Hugging Face Course and Pretrained Model Fine-Tuning

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Hugging Face team recently released an online course about transformers, pretrained model fine-tuning, and sharing models on the Hugging Fac...
Monday, July 19, 2021

Serving ML Model with Docker, RabbitMQ, FastAPI and Nginx

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In this tutorial I explain how to serve ML model using such tools as Docker, RabbitMQ, FastAPI and Nginx. The solution is based on our open-...