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!
Guild AI vs Neptune
Which tool is better?

Why Choose Neptune over Guild AI
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.
Show differences only
Free
- Free for individuals, non-profit and educational research
- Team: $79 per user
- Team Startup: $39 per user
- Enterprise: custom
–
- Free: 1 user
- Unlimited private and public projects
Limited
Limited
Limited
Limited
Limited
The most lightweight experiment management
tool that fits any workflow
Keeping track of machine learning experiments made simple.
Get startedWhy Neptune is the Best Alternative to Guild AI
Is it easy to set up and maintain a Guild AI 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 AI?
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 AI?
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 AI 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.

Does Guild AI 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',...])

Does Guild AI 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.

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!
# Skorch
net = NeuralNetClassifier(...callbacks=[NeptuneLogger(...)])
net.fit(X, y)
# Pytorch Ignite
npt_logger = NeptuneLogger(...)
npt_logger.attach(trainer)
trainer.run(...)
# Pytorch Lightning
trainer = Trainer(logger=NeptuneLogger(...))
# Catalyst
runner = SupervisedNeptuneRunner()
runner.train()
# Fastai
learn.callbacks.append(NeptuneMonitor())
learn.fit_one_cycle(...)