Guild.ai vs Neptune Which tool is better?
Neptune gives you a lot of flexibility and control on what you want to track and analyse. Log anything you want (metrics, loss, images, model weights), monitor resources, compare experiments interactively and organize them. Use a hosted experiment dashboard available to your entire team at any time!
Free forever.No credit card.
Why Choose Neptune over Guild
Neptune can serve all the experiment tracking needs of your team (any language, any framework, any infrastructure) and lets you manage user access and gives you visibility into your team’s progress at any time with a great user-friendly UI.
|Free plan limitations|
|Experiment Tracking Features|
|Logging Resource Consumption|
|Logging Images and Charts||
|Logging Data to Finished Experiment|
|Customizable Experiment Dashboard||
|Saving Experiment Views|
|Hosted version available|
|Scales to millions of runs|
|Dedicated User Support|
This table has been updated on 28/April/2020. Some information may be outdated.
The most lightweight experiment management tool that fits any workflow
Keeping track of machine learning experiments made simple.
Why Neptune is the Best Alternative to Guild
Is it easy to set up and maintain a Guild server and visualization dashboard for your entire team?
With Neptune you get all your experiment data saved and backed-up on a hosted server or on-prem installation. You can manage user permissions and share experiments in the beautiful UI with no additional overhead. Powerful, simple, and available for you and your team in minutes.
Can you manage user permissions in Guild?
Neptune lets you manage users easily. You can give people access to projects and organizations. Additionally, Neptune gives you control over the user role: admin, contributor or viewer.
Can you save different experiment dashboard views in Guild?
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.
Can you scroll through your images and charts?
Neptune lets you log images and charts to multiple image channels and scroll through them to quickly see the progress of your model training. Get a full picture of what is happening in your training and validation loops by leveraging more information!
Does Guild snapshot your Jupyter notebooks automatically?
Neptune notebook integration automatically snapshots your .ipynb whenever you run a cell with neptune.create_experiment() in it. Whether you remember to submit your experiment or not everything will be safely versioned and ready to be explored.
Analyze Experiment Dashboard in Jupyter Notebook
Does Guild let you fetch your experiment dashboard directly to a pandas DataFrame?
With Neptune you can fetch whatever information you or your teammates tracked and explore it however you like. We have some nice exploratory features, like HiPlot integration to help you with that.
neptune.init('USERNAME/example-project') make_parallel_coordinates_plot( metrics= ['eval_accuracy', 'eval_loss',...], params = ['activation', 'batch_size',...])
Notebook Versioning and Diffing
Does Guild 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.
Pytorch Ecosystem Integrations
Do you have to create and maintain custom loggers for Skorch or PyTorch Ignite?
Neptune has integrations with every PyTorch Ecosystem library to let you start tracking your experiments in minutes!
Integrate with Everything
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Sponsored by Neptune Labs Inc. As far as we know guild.ai is not a registered trademark of TensorHub Inc. but for clarity, Neptune Labs Inc. is neither affiliated with nor sponsored by TensorHub Inc.