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Examples

Examples for using Neptune to log and retrieve your ML metadata.

You can run every example with zero setup as an "ANONYMOUS" Neptune user (no registration needed).

Note: This readme is best viewed in the GitHub Light theme.

Getting Started

Docs Neptune GitHub Colab
Hello World docs neptune github colab

How-to guides

Experiment Tracking

Docs Neptune GitHub Colab
Organize ML experiments docs neptune github colab

Model Registry

Docs Neptune GitHub Colab
Log model building metadata docs

Monitoring ML Runs Live

Docs Neptune GitHub Colab
Monitor model training runs live docs neptune github colab

Data Versioning

Docs Neptune GitHub Colab
Version datasets in model training runs docs neptune github colab
Compare datasets between runs docs neptune github colab

Neptune API

Docs Neptune GitHub Colab
Resume run docs
Pass Run object between files docs
Use Neptune in distributed computing docs
Use Neptune in parallel computing docs
Use Neptune in Pipelines docs
Log to multiple runs in one script docs
Create and delete projects docs github colab

Neptune UI

Docs Neptune GitHub Colab
Do Groupby on runs docs
Do sorting docs

Integrations and Supported Tools

Languages

Docs Neptune GitHub Colab
Python docs neptune github colab
R docs

Model Training

Docs Neptune GitHub Colab
Catalyst docs neptune github colab
fastai docs neptune github colab
lightGBM docs neptune github colab
PyTorch docs neptune github colab
PyTorch Ignite docs
PyTorch Lightning docs neptune github colab
Scikit Learn docs neptune github colab
skorch docs
TensorFlow / Keras docs neptune github colab
XGBoost docs neptune github colab

Hyperparameter Optimization

Docs Neptune GitHub Colab
Keras Tuner docs
Optuna docs neptune github colab
Scikit Optimize docs

Model Visualization and Debugging

Docs Neptune GitHub Colab
Altair docs neptune github colab
Bokeh docs neptune github colab
Dalex docs
HiPlot docs
HTML docs neptune github colab
Matplotlib docs neptune github colab
Pandas docs
Plotly docs neptune github colab

Automation Pipelines

Docs Neptune GitHub Colab
Kedro docs neptune github

Experiment Tracking

Docs Neptune GitHub Colab
MLflow docs
Sacred docs neptune github colab
TensorBoard docs

IDEs and Notebooks

Docs Neptune GitHub Colab
Any IDE docs
Amazon SageMaker notebooks docs
Deepnote docs
Google Colab docs neptune github colab
Jupyter Notebook and Jupyter Lab docs

Data Versioning

Docs Neptune GitHub Colab
AWS S3 docs
Data Version Control (DVC) docs
Local filesystem docs

Continuous Integration and Delivery (CI/CD)

Docs Neptune GitHub Colab
GitHub Actions docs