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Deploying a Machine Learning model streaming application with Apache Kafka

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Machine Learning Streamming with Kafka, Debezium and BentoML

This is a personal project created to simulate a Machine Learning real-time application.

Dependencies

  • Python 3.8+
  • Docker and Docker-compose

How to run this project

Just follow the steps:

  1. Execute the script build.sh to train and deploy the machine learning model with BentoML
  2. Execute docker-compose up --build

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Deploying a Machine Learning model streaming application with Apache Kafka

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