Examples
📝 Examples of how to use Neptune for different use cases and with various MLOps tools
Install / Use
/learn @neptune-ai/ExamplesREADME
[!IMPORTANT] This repository contains examples for the Neptune app version
2.x, which uses the Python client version1.x.<br/> For the new Neptune client examples, go to [scale-examples →][scale-examples]
What is neptune.ai?
Neptune is an experiment tracker purpose-built for foundation model training.<br> <br> With Neptune, you can monitor thousands of per-layer metrics—losses, gradients, and activations—at any scale. Visualize them with no lag and no missed spikes. Drill down into logs and debug training issues fast. Keep your model training stable while reducing wasted GPU cycles.<br>
Examples
| | Docs | Neptune 2.x app | GitHub | Colab
| ----------- | :---: | :---: | :------: | :---:
| Quickstart | ![docs] | ![neptune] | ![github] | ![colab] |
| Track and organize runs | ![docs] | ![neptune] | ![github] | ![colab] |
| Monitor runs live | ![docs] | ![neptune] | ![github] | ![colab] |
| Version datasets in runs | ![docs] | ![neptune] | ![github] | ![colab] |
| Programmatically manage projects | ![docs] | | ![github] | ![colab] |
| Compare datasets between runs | ![docs] | ![neptune] | ![github] | ![colab] |
| Resume run or other object | ![docs] | | ![github] | ![colab] |
| Use Neptune in HPO jobs | ![docs] | ![neptune] | ![github] | ![colab] |
| Use Neptune in pipelines | ![docs] | ![neptune] |![github]| |
| Reproduce Neptune runs | ![docs] | ![neptune] | ![github] | ![colab] |
| Restart runs from checkpoint | ![docs] | ![neptune] | ![github] | ![colab]
| Use Neptune in distributed computing | ![docs] | | ![github]| |
| Track models end-to-end | ![docs] | ![neptune] | ![github] | ![colab]
| Re-run failed training | ![docs] | ![neptune] | ![github] | ![colab] |
| Log from sequential pipelines | ![docs] | ![neptune] | ![github] |
| DDP training experiments | ![docs] | ![neptune] | ![github] | |
| Use multiple integrations together | ![docs] | ![neptune] | ![github] | ![colab] |
Use cases
| | Neptune 2.x app | GitHub | Colab
| --- | :---: | :---: | :---:
| Text classification using fastText | ![neptune] | ![github] | ![colab]
| Text classification using Keras | ![neptune] | ![github] | ![colab]
| Text summarization | ![neptune] | ![github]
| Time series forecasting | ![neptune] | ![github]
Integrations
| | Docs | Neptune 2.x app | GitHub | Colab
| ----------- | :---: | :---: | :------: | :---:
| Airflow | ![docs] | ![neptune] | ![github]
| Altair | ![docs] | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/ru
