Table 1.

Comparison between different frameworks and platforms for managing the ML Lifecycle

Frameworks	Usage	Init	DM	TR	TS	DE	UM
Datatron (Datatron 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
Peltarion (Peltarion 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
SELDON (Seldon 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
Algorithmia (Algorithmia 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
5 Analytics (5Analytics 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
craft ai (craft ai 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
KNIME (KNIME 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
valohai (valohai 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
AML (Microsoft 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
SageMaker (SageMaker 2021)	Commercial	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
Tfx Baylor et al. (2017)	Internal	–	–	$\surd$	$\surd$	$\surd$	$\surd$
FBLearner (FBLearner 2021)	Internal	–	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
Michelangelo (Michelangelo 2021)	Internal	–	$\surd$	$\surd$	$\surd$	$\surd$	$\surd$
kubeflow (kubeflow 2021)	Community	$△$	$△$	$△$	$△$	$△$	$△$
Airflow (airflow 2021)	Community	$△$	$\times$	$△$	$△$	$△$	$\times$
Flyte (Flyte 2021)	Community	$△$	$\times$	$\times$	$\times$	$△$	$△$
NiFi (NiFi 2021)	Community	$△$	$△$	$\times$	$\times$	$\times$	$△$
MLflow Zaharia et al. (2018)	Community	$\times$	$△$	$△$	$△$	$△$	$\times$
Cortex (Cortex 2021)	Community	$△$	$\times$	$\times$	$\times$	$\surd$	$\times$
JupyterHub (JupyterHub 2021)	Community	$△$	$\times$	$△$	$△$	$\times$	$\times$
ModelHub Miao et al. (2017)	Community	–	$\surd$	$\surd$	$\times$	$\times$	$\times$
MLife	Community	$\surd$	$\surd$	$△$	$△$	$△$	$\surd$

Init System setup and initialization, DM Data Management, TR Model Traning, TS Model Testing, DE Model Deployment, UM Using and Monitoring

(need additional works[$△$]; support[$\surd$]; nonsupport[$\times$]; unclear[−])