mlisovyi/IBM_UnConference2020_MLflowDemo

A demo of ML experimentation cycle tracked by mlflow

IBM_UnConference2020_MLflowDemo

• IBM_UnConference2020_MLflowDemo
  • Installation
  • Demo

A demo of ML experimentation cycle tracked by mlflow.

Installation

Clone the git repository locally:

git clone git@github.com:mlisovyi/IBM_UnConference2020_MLflowDemo.git

Install a conda environment with all relevant packages and activate it:

conda env create -f conda.yaml
conda activate mlflow_demo

Demo

There are two main branches used in the demo:

• exp_vanilla demonstrates how to train a basic ML model;
• exp_mlflow demonstrates how to add model tracking to the model training.