Neptune vs ClearML


Neptune

ClearML
Commercial Requirements
Standalone component. ML metadata store that focuses on experiment tracking and model registry

Standalone open-source platform
Managed cloud service

Available both as an open-source platform, and a managed cloud service
General Capabilities
No special requirements other than having the neptune-client installed and access to the internet if using managed hosting. Check here for infrastructure requirements for on-prem deployment

No special requirements other than having the clearml python package installed if using managed hosting. Check requirements here for self-hosting.
Yes, through the neptune-client library

Yes, through the ClearML python package
No

No

No

No
No

No
No

No


No

No
No

No
Experiment Tracking

No

No



No

No
No

NA
No

Limited (only for the paid version)
No

Limited (only for the paid version)

No

No

No

No



No

No
No

No
No

No

No

No
No

No
No

No
No

No


No

No
No

No


No

No

No

No


No

No

Yes

No
Yes

No


No

No
No

No

No

No
No

No
No

No
Model Registry
No

No
No

No
No

No
No

No
No

No
No

No
Limited

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
Integrations and Support
No

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
No

No
Report outdated information here.
What are the key advantages of Neptune then?

- Customizable metadata structure
- Integrations with all the important visualization libraries that allow you to log interactive visualizations to Neptune
- More advanced features for organizing and searching experiments and metadata
See these features in action
Sign up to Neptune and install client library
pip install neptune
Track experiments
import neptune
run = neptune.init_run()
run["params"] = {
"lr": 0.1, "dropout": 0.4
}
run["test_accuracy"] = 0.84
Register models
import neptune
model = neptune.init_model()
model["model"] = {
"size_limit": 50.0,
"size_units": "MB",
}
model["model/signature"].upload(
"model_signature.json")
Thousands of ML people already chose their tool
It only takes 5 minutes to integrate Neptune with your code
Don’t overthink it