/ml_deploy

Demo machine learning deplyoment

Primary LanguageJavaApache License 2.0Apache-2.0

Deploying machine learning models example

This repo includes non-productive example code for illustration purposes.

artifact description
module-pipeline The module containing the common pipeline artefacts
module-pipeline-rest The module providing a rest server to serve pipelines
module-ingestion-housedata The module containing the ingestion app to generate the raw dataset used in the examples. Please consider that the required train.csv file (Ames Housing dataset) is not part of this project. The Ames Housing dataset may be downloaded from here: https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data
module-pipeline-estimate-houseprice The module containing the house pipeline model and transformers
bash scripts The example bash scripts to train, build and run the house estimation pipleline

Prerequisites for Installation

  • java 11
  • git
  • maven
  • docker
  • bash (Linux)