kedro-mlops

Opinionated machine learning pipelines for training and inference.

goal

To do

Overview

To do.

How to install dependencies

Declare any dependencies in requirements.txt for pip installation.

To install them, run:

pip install -r requirements.txt

How to run your Kedro pipeline

You can run your Kedro project with:

kedro run

Comparing gradient boosting packages

Candidate options: xgboost, lightgbm and catboost. We compared the three packages based on 3 criteria:

1. number of releases in 2022-2023
2. number of dependencies (important when working with containers)
3. package size

Based on those criteria, we had the following result:

	xgboost	lightgbm	catboost
# releases	14	7	9
dependencies	2 (numpy/scipy)	2 (numpy/scipy)	18
size (MB)	6.2	5.1	90