jaumpedro214 / ml-streming-kafka-cdc

Deploying a Machine Learning model streaming application with Apache Kafka

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

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

About

Deploying a Machine Learning model streaming application with Apache Kafka

License:MIT License


Languages

Language:Python 91.0%Language:Dockerfile 7.7%Language:Shell 1.3%