Comet vs Neptune
Which tool is better?

Neptune gives you a better Jupyter Notebook experience, blazing-fast UI that scales to millions of machine learning experiments and more framework integrations than Comet. Get Notebook auto snapshots, customizable experiment views and more with Neptune!

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Why Choose Neptune over Comet?

Neptune can serve all the experiment tracking needs of your team (any language, any framework, any infrastructure),
it goes beyond monitoring training jobs with Notebook versioning and gives you all that at a better price.

Show differences only

Comet
Neptune
Pricing
Comet
Neptune
Pricing
  • Free
  • Team Research: $0
  • Startup: $39 per user
  • Teams: $179 per user
  • Enterprise: NA
  • Free for individuals, non-profit and educational research
  • Team: $79 per user
  • Team Startup: $39 per user
  • Enterprise: custom
Free plan limitations
  • Free: 1 user
  • No private links (sharing)
  • Free: 1 user
  • Unlimited private and public projects
Experiment Tracking Features
Comet
Neptune
Notebook Versioning
Notebook Autosnapshots
Logging Audio
Logging Images
UI Features
Comet
Neptune
Code Diffs
Notebook Diffs
Advanced Experiment Grouping
Comments
Reports
Scales to Millions of Runs
Integrations
Comet
Neptune
R
Sacred
Sklearn
XGBoost
Skorch
PyTorch Ignite
Catalyst
Optuna
Scikit-Optimize
HiPlot

The most lightweight experiment management
tool that fits any workflow

Keeping track of machine learning experiments made simple.

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Why Neptune is the Best Alternative to Comet

FAST UI

Is your Comet UI loading slowly when you have thousands of runs?

Neptune was built to scale and can support millions of experiment runs both in the back-end and front-end.

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DASHBOARD VIEWS

Can you save different experiment dashboard views in Comet?

When you have multiple users working on many ideas the things you want to look at change… and so should your experiment dashboard. Neptune lets you customize, change, and save experiment dashboard views depending on your needs.

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NOTEBOOK AUTOSNAPSHOTS

Does Comet snapshot your Jupyter notebooks automatically?

Neptune notebook integration automatically snapshots your .iipynb whenever you run a cell with neptune.create_experiment() in it. Whether you remember to submit your experiment (run experiment.stop()) or not everything will be safely versioned and ready to be explored.

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NOTEBOOK VERSIONING AND DIFFING

Does Comet let you track your exploratory analysis?

Neptune goes beyond the tracking of machine learning experiments and allows you to version your exploratory data analysis or results exploration as well! Once it is saved in Neptune you can name, share, download or see diffs of your notebook checkpoints.

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jupyter notebook compare
R INTEGRATION

Can you track your R experiments in Comet?

Neptune easily integrates with R and makes tracking of your experiments or exploring your teammate’s experiments simple. You and your team are no longer limited to just Python!

library(neptune)

init_neptune(project_name = "YOUR/PROJECT",
    api_token = "YOURKEY")

create_experiment(name = "training on Sonar",
    params = list(tuneLength = 100, model = "rf")
)

log_metric("Train Accuracy", scores$TrainAccuracy)

log_artifact("model.Rdata")
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r_integration