Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.
Awesome Lists | Featured Topics | Projects
https://github.com/neptune-ai/examples

📝 Examples of how to use Neptune for different use cases and with various MLOps tools
https://github.com/neptune-ai/examples
compare dashboard experiment fastai jupyter keras metadata ml mlops optuna pandas pipelines pytorch sklearn store tensorflow tracker tracking visualization xgboost
Last synced: about 4 hours ago
JSON representation
📝 Examples of how to use Neptune for different use cases and with various MLOps tools
Host: GitHub
URL: https://github.com/neptune-ai/examples
Owner: neptune-ai
License: mit
Created: 2021-02-19T11:23:33.000Z (over 3 years ago)
Default Branch: main
Last Pushed: 2024-05-28T16:29:35.000Z (5 months ago)
Last Synced: 2024-05-29T07:38:46.676Z (5 months ago)
Topics: compare, dashboard, experiment, fastai, jupyter, keras, metadata, ml, mlops, optuna, pandas, pipelines, pytorch, sklearn, store, tensorflow, tracker, tracking, visualization, xgboost
Language: Jupyter Notebook
Homepage: https://neptune.ai
Size: 32.4 MB
Stars: 69
Watchers: 10
Forks: 24
Open Issues: 1
Metadata Files:
- Readme: README.md
- License: LICENSE
- Codeowners: .github/CODEOWNERS
Awesome Lists containing this project

README

        


    

     

 

neptune.ai examples



## What is neptune.ai?

Neptune is the most scalable experiment tracker for teams that train foundation models.  

Log millions of runs, view and compare them all in seconds. Effortlessly monitor and visualize months-long model training with multiple steps and branches.  

Deploy Neptune on your infra from day one, track 100% of your metadata and get to the next big AI breakthrough faster.

 

## 📚Examples

In this repo, you'll find examples of using Neptune to log and retrieve your ML metadata.

You can run every example with zero setup (no registration needed).

## 🎓How-to guides

### 👶 First steps

| | Docs | Neptune | GitHub | Colab

| ----------- | :---: | :---: | :------: | :---:

| Quickstart | [![docs]](https://docs.neptune.ai/usage/quickstart/) | [![neptune]](https://app.neptune.ai/o/common/org/quickstarts/runs/details?viewId=d48562e1-a494-4fd0-b3bb-078240516a4f&detailsTab=dashboard&dashboardId=Custom-Dashboard-9635aa46-356c-459e-8053-cd03dc0f86ec&shortId=QUI-102429&type=run) | [![github]](how-to-guides/hello-neptune/scripts/hello_neptune.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/hello-neptune/notebooks/hello_neptune.ipynb) |

| Track and organize runs | [![docs]](https://docs.neptune.ai/tutorials/basic_ml_run_tracking) | [![neptune]](https://app.neptune.ai/o/common/org/quickstarts/experiments) | [![github]](how-to-guides/organize-ml-experimentation/scripts/Organize_ML_runs.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/organize-ml-experimentation/notebooks/Organize_ML_runs.ipynb) |

| Monitor runs live | [![docs]](https://docs.neptune.ai/how-to-guides/ml-run-monitoring/monitor-model-training-runs-live) | [![neptune]](https://app.neptune.ai/o/common/org/quickstarts/experiments?viewId=26231575-517f-4d55-acb3-1640bcf537e4) | [![github]](how-to-guides/monitor-ml-runs/scripts/Monitor_ML_runs_live.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/monitor-ml-runs/notebooks/Monitor_ML_runs_live.ipynb) |

### 🧑 Deeper dive

| | Docs | Neptune | GitHub | Colab

| ----------- | :---: | :---: | :------: | :---:

| Version datasets in runs | [![docs]](https://docs.neptune.ai/tutorials/data_versioning) | [![neptune]](https://app.neptune.ai/o/common/org/data-versioning/experiments?compare=IwdgNMQ&split=tbl&dash=artifacts&viewId=0d305ea6-3257-4193-9bf0-a7eb571343a1) | [![github]](how-to-guides/data-versioning/scripts/Version_datasets_in_model_training_runs.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/data-versioning/notebooks/Version_datasets_in_model_training_runs.ipynb) |

| Programmatically manage projects | [![docs]](https://docs.neptune.ai/api/creating_and_deleting_projects) | | [![github]](how-to-guides/create-delete-projects/scripts/create_delete_projects.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/create-delete-projects/notebooks/Create_delete_projects.ipynb) |

| Compare datasets between runs | [![docs]](https://docs.neptune.ai/tutorials/comparing_artifacts) | [![neptune]](https://app.neptune.ai/o/common/org/data-versioning/experiments?compare=IwdgNMQ&split=tbl&dash=artifacts&viewId=2b313653-1aa2-40e8-8bf2-cd13f0f96862) | [![github]](how-to-guides/data-versioning/scripts/Compare_model_training_runs_on_dataset_versions.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/data-versioning/notebooks/Compare_model_training_runs_on_dataset_versions.ipynb) |

| Resume run or other object | [![docs]](https://docs.neptune.ai/logging/to_existing_object) | | [![github]](how-to-guides/re-run-failed-training/scripts/) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/re-run-failed-training/notebooks/re_run_failed_training.ipynb) |

| Use Neptune in HPO jobs | [![docs]](https://docs.neptune.ai/tutorials/hpo) | [![neptune]](https://app.neptune.ai/o/showcase/org/hpo/runs/table?viewId=9ca5a860-361e-4b3e-aae8-ddd8c5454cba&detailsTab=dashboard&dash=table&type=run) | [![github]](how-to-guides/neptune-hpo/scripts/Neptune_hpo_single_run.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/neptune-hpo/notebooks/Neptune_hpo.ipynb) |

| Use Neptune in pipelines | [![docs]](https://docs.neptune.ai/usage/best_practices/#pipelining-libraries) | [![neptune]](https://app.neptune.ai/o/common/org/pipelining-support/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PIP-3) |[![github]](how-to-guides/sequential-pipelines/scripts)| |

| Reproduce Neptune runs | [![docs]](https://docs.neptune.ai/tutorials/reproducing_runs/) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/runs/table?viewId=9968dc7f-61ee-49c3-a9a5-9006f10c6714&detailsTab=metadata&shortId=SHOW-30719&type=run) | [![github]](how-to-guides/reproduce-run/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/reproduce-run/notebooks/reproduce_run.ipynb) |

| Restart runs from checkpoint | [![docs]](https://docs.neptune.ai/tutorials/restarting_from_checkpoint/) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/runs/details?viewId=standard-view&detailsTab=metadata&shortId=SHOW-32776&type=run) | [![github]](how-to-guides/restart-run-from-checkpoint/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/restart-run-from-checkpoint/notebooks/neptune_save_restart_run_from_checkpoint.ipynb)

| Use Neptune in distributed computing | [![docs]](https://docs.neptune.ai/usage/best_practices/#distributed-computing) | | [![github]](how-to-guides/ddp-training/scripts)| |

| Track models end-to-end | [![docs]](https://docs.neptune.ai/tutorials/tracking_models_e2e/) | [![neptune]](https://app.neptune.ai/o/showcase/org/e2e-tracking/runs/table?viewId=9cb5bc7c-3bce-4c69-8f5c-90d3d9cc682c) | [![github]](how-to-guides/e2e-tracking/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/e2e-tracking/notebooks/e2e_tracking.ipynb)

### 👨 Advanced concepts

| | Docs | Neptune | GitHub | Colab

| ----------- | :---: | :---: | :------: | :---:

| Re-run failed training | [![docs]](https://docs.neptune.ai/tutorials/re-running_failed_training/) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/experiments?split=tbl&dash=charts&viewId=97d6d37e-fcb3-4049-af6a-7d45c9f1478d) | [![github]](how-to-guides/re-run-failed-training/scripts/re_run_failed_training.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/re-run-failed-training/notebooks/re_run_failed_training.ipynb) |

| Log from sequential pipelines | [![docs]](https://docs.neptune.ai/tutorials/sequential_pipeline) | [![neptune]](https://app.neptune.ai/o/common/org/pipelining-support/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PIP-3&distraction-free=1) | [![github]](how-to-guides/sequential-pipelines/scripts/run_examples.sh) |

| DDP training experiments | [![docs]](https://docs.neptune.ai/tutorials/running_distributed_training) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/experiments?split=tbl&dash=charts&viewId=978feb4d-8f8f-4341-ac50-64e65fbd95bc) | [![github]](how-to-guides/ddp-training/scripts) | |

| Use multiple integrations together | [![docs]](https://docs.neptune.ai/tutorials/multiple_integrations/) | [![neptune]](https://app.neptune.ai/o/showcase/org/multiple-integrations/runs/details?viewId=standard-view&detailsTab=metadata&shortId=MUL-2&type=run) | [![github]](how-to-guides/multiple-integrations) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/how-to-guides/multiple-integrations/notebooks/Multiple_integrations.ipynb) |

## 👑 Use cases

| | Neptune | GitHub | Colab

| --- | :---: | :---: | :---:

| Text classification using fastText | [![neptune]](https://app.neptune.ai/o/showcase/org/project-text-classification/experiments?split=tbl&dash=charts&viewId=9728fa69-80e8-4809-8328-7d37fa5de5b1) | [![github]](use-cases/nlp/classification/fasttext/) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/use-cases/nlp/classification/fasttext/code/fasttext_nb.ipynb)

| Text classification using Keras | [![neptune]](https://app.neptune.ai/o/showcase/org/project-text-classification/experiments?split=tbl&dash=charts&viewId=9827345e-70b8-49ba-bf0d-c67946b18c78) | [![github]](use-cases/nlp/classification/keras/) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/use-cases/nlp/classification/keras/code/keras_nb.ipynb)

| Text summarization | [![neptune]](https://app.neptune.ai/o/showcase/org/project-text-summarization-hf/experiments?split=tbl&dash=charts&viewId=97370e86-8f87-4cb7-82d1-418296693eb3) | [![github]](use-cases/nlp/summarization)

| Time series forecasting | [![neptune]](https://app.neptune.ai/o/common/org/project-time-series-forecasting/experiments?split=tbl&dash=charts&viewId=97a244b7-fb23-40a5-a021-261401d4efef) | [![github]](use-cases/time-series-forecasting)

## 🧩Integrations and supported tools

| | Docs | Neptune | GitHub | Colab

| ----------- | :---: | :---: | :------: | :---:

| Airflow | [![docs]](https://docs.neptune.ai/integrations/airflow) | [![neptune]](https://app.neptune.ai/o/common/org/airflow-integration/runs/details?viewId=standard-view&detailsTab=metadata&shortId=AIR-45) | [![github]](integrations-and-supported-tools/airflow/scripts)

| Altair | [![docs]](https://docs.neptune.ai/integrations/altair) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PLOT-2&path=&attribute=altair) | [![github]](integrations-and-supported-tools/plotting-libraries/scripts/Neptune_Plotting_Support.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/plotting-libraries/notebooks/Neptune_Plotting_Support.ipynb) |

| Amazon SageMaker (custom Docker containers) | [![docs]](https://docs.neptune.ai/integrations/sagemaker/using_neptune_in_training_jobs/) | [![neptune]](https://app.neptune.ai/common/showroom/e/SHOW-29006) | [![github]](integrations-and-supported-tools/sagemaker/custom-docker-container/) |

| Amazon SageMaker (PyTorch Estimator) | [![docs]](https://docs.neptune.ai/integrations/sagemaker/using_neptune_in_training_jobs/) | [![neptune]](https://app.neptune.ai/common/showroom/e/SHOW-29007) | [![github]](integrations-and-supported-tools/sagemaker/pytorch/) |

| Azure ML | [![docs]](https://docs.neptune.ai/integrations/azureml/) | [![neptune]](https://app.neptune.ai/o/common/org/project-time-series-forecasting/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=988c17ae-0e46-41b1-b252-ca4fa975f344&shortId=TSF-824&type=run) | [![github]](integrations-and-supported-tools/azure-ml/) |

| Bokeh | [![docs]](https://docs.neptune.ai/integrations/bokeh) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PLOT-2&type=run&path=&attribute=bokeh) | [![github]](integrations-and-supported-tools/plotting-libraries/scripts/Neptune_Plotting_Support.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/plotting-libraries/notebooks/Neptune_Plotting_Support.ipynb) |

| Catalyst | [![docs]](https://docs.neptune.ai/integrations/catalyst) | [![neptune]](https://app.neptune.ai/o/common/org/catalyst-integration/e/CATALYST-38823/dashboard/quickstart-63bb902c-147a-45a6-a981-632ffe96439f) | [![github]](integrations-and-supported-tools/catalyst/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/catalyst/notebooks/Neptune_Catalyst.ipynb) |

| CatBoost | [![docs]](https://docs.neptune.ai/integrations/catboost) | [![neptune]](https://app.neptune.ai/o/common/org/catboost-support/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=Overview-99f571df-0fec-4447-9ffe-5a4c668577cd&shortId=CAT-2) | [![github]](integrations-and-supported-tools/catboost/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/catboost/notebooks/Neptune_CatBoost.ipynb) |

| DALEX | [![docs]](https://docs.neptune.ai/integrations/dalex/) | [![neptune]](https://app.neptune.ai/o/common/org/dalex-support/runs/details?viewId=standard-view&detailsTab=metadata&shortId=DLX-2&type=run)| [![github]](integrations-and-supported-tools/dalex/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/dalex/notebooks/Neptune_Dalex.ipynb) |

| Detectron2 | [![docs]](https://docs.neptune.ai/integrations/detectron2) | [![neptune]](https://app.neptune.ai/o/common/org/detectron2-integration/e/DET-156/dashboard/Overview-98616f96-d83c-4b6e-b30b-acbc7d11617b) | [![github]](integrations-and-supported-tools/detectron2/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/detectron2/notebooks/Neptune_detectron2.ipynb) |

| Docker | [![docs]](https://docs.neptune.ai/usage/docker) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/e/SHOW-3102/dashboard/Metrics-a7de0cf6-3b35-44b5-9d7a-791e5617a44e) | [![github]](how-to-guides/neptune-docker/scripts)

| Evidently | [![docs]](https://docs.neptune.ai/integrations/evidently/) | [![neptune]](https://app.neptune.ai/o/common/org/evidently-support/runs/table?viewId=standard-view)| [![github]](integrations-and-supported-tools/evidently/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/evidently/notebooks/Neptune_Evidently.ipynb) |

| fastai | [![docs]](https://docs.neptune.ai/integrations/fastai) | [![neptune]](https://app.neptune.ai/o/common/org/fastai-integration/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=fastai-dashboard-1f456716-f509-4432-b8b3-a7f5242703b6&shortId=FAS-1895&type=run) | [![github]](integrations-and-supported-tools/fastai/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/fastai/notebooks/Neptune_fastai.ipynb) |

| Folium (Leaflet) | [![docs]](https://docs.neptune.ai/integrations/leaflet/) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PLOT-2&type=run&path=&attribute=folium) | [![github]](integrations-and-supported-tools/plotting-libraries/scripts/Neptune_Plotting_Support.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/plotting-libraries/notebooks/Neptune_Plotting_Support.ipynb) |

| GitHub Actions | [![docs]](https://docs.neptune.ai/usage/github_actions) | | [![github]](https://github.com/neptune-ai/automation-pipelines)

| Google Colab | [![docs]](https://docs.neptune.ai/integrations/colab) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/e/SHOW-37) | [![github]](integrations-and-supported-tools/colab/Neptune_Colab.ipynb) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/colab/Neptune_Colab.ipynb) |

| Great Expectations | [![docs]](https://docs.neptune.ai/integrations/great_expectations/) | [![neptune]](https://app.neptune.ai/o/showcase/org/great-expectations/runs/details?viewId=9c54e2be-0bd3-40cb-8868-08092ce30caf&detailsTab=dashboard&dashboardId=GX-metadata-9c54e2cf-4533-4b64-92a3-ae49ea174815&shortId=GX-5&type=run)| [![github]](integrations-and-supported-tools/great-expectations/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/great-expectations/notebooks/Neptune_Great_Expectations.ipynb) |

| HTML | [![docs]](https://docs.neptune.ai/logging/html/) | [![neptune]](https://app.neptune.ai/common/html-support/e/HTMLSUP-3/all?path=&attribute=html_obj) | [![github]](integrations-and-supported-tools/html/scripts/Neptune_HTML_Support.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/html/notebooks/Neptune_HTML_Support.ipynb) |

| Kedro | [![docs]](https://docs.neptune.ai/integrations/kedro) | [![neptune]](https://app.neptune.ai/o/showcase/org/kedro/runs/details?viewId=9c348faf-42f3-4a6b-b5fd-2f7fc74b4c78&detailsTab=dashboard&dashboardId=Spaceflights-9b5f8098-9132-410f-a93a-0ab355a11fa5&shortId=KED-8) | [![github]](integrations-and-supported-tools/kedro/scripts)

| Keras | [![docs]](https://docs.neptune.ai/integrations/keras) | [![neptune]](https://app.neptune.ai/o/showcase/org/tf-keras-integration/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=Overview-9b8fb3c0-be33-4c15-bef2-2bcdd2c642eb&shortId=TFK-9&type=run) | [![github]](integrations-and-supported-tools/keras/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/keras/notebooks/Neptune_Keras.ipynb) |

| lightGBM | [![docs]](https://docs.neptune.ai/integrations/lightgbm) | [![neptune]](https://app.neptune.ai/o/common/org/lightgbm-integration/e/LGBM-86/dashboard/train-cls-9d622664-d419-42db-b32a-c44c12bd44d1) | [![github]](integrations-and-supported-tools/lightgbm/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/lightgbm/notebooks/Neptune_LightGBM.ipynb) |

| Matplotlib | [![docs]](https://docs.neptune.ai/integrations/matplotlib) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PLOT-2&type=run&path=&attribute=matplotlib-interactive) | [![github]](integrations-and-supported-tools/matplotlib/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/matplotlib/notebooks/Neptune_Matplotlib_Support.ipynb) |

| MLflow | [![docs]](https://docs.neptune.ai/integrations/mlflow) | [![neptune]](https://app.neptune.ai/o/common/org/mlflow-integration/runs/details?viewId=standard-view&detailsTab=metadata&shortId=MLFLOW-72&type=run) | [![github]](integrations-and-supported-tools/mlflow/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/mlflow/notebooks/Neptune_MLflow.ipynb) |

| MosaicML Composer | [![docs]](https://docs.neptune.ai/integrations/mosaicml_composer) | [![neptune]](https://app.neptune.ai/o/showcase/org/mosaicml-composer/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=Composer-run-overview-9b1f1fae-f543-41d1-a778-8604c9b6503d&shortId=MMLCOMP-6) | [![github]](integrations-and-supported-tools/mosaicml-composer/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/mosaicml-composer/notebooks/Neptune_MosaicML_Composer.ipynb) |

| Optuna | [![docs]](https://docs.neptune.ai/integrations/optuna) | [![neptune]](https://app.neptune.ai/o/showcase/org/optuna/runs/details?viewId=9c1c6f28-8234-4548-b44c-26b88e4c82a7&detailsTab=dashboard&dashboardId=9c1c70b1-6609-4961-8e93-d321e4006574&shortId=OPT-11&type=run) | [![github]](integrations-and-supported-tools/optuna/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/optuna/notebooks/Neptune_Optuna_integration.ipynb) |

| pandas | [![docs]](https://docs.neptune.ai/integrations/pandas)| [![neptune]](https://app.neptune.ai/o/common/org/pandas-support/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=DataFrames-99d4e1f0-fe18-4f7a-82bf-b80017d47d84&shortId=PD-1&type=run) | [![github]](integrations-and-supported-tools/pandas/scripts/Neptune_Pandas.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/pandas/notebooks/Neptune_Pandas.ipynb) |

| Plotly | [![docs]](https://docs.neptune.ai/integrations/plotly) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PLOT-2&type=run&path=&attribute=plotly) | [![github]](integrations-and-supported-tools/plotting-libraries/scripts/Neptune_Plotting_Support.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/plotting-libraries/notebooks/Neptune_Plotting_Support.ipynb) |

| Prophet | [![docs]](https://docs.neptune.ai/integrations/prophet) | [![neptune]](https://app.neptune.ai/common/fbprophet-integration/e/FBPROP-249/all) | [![github]](integrations-and-supported-tools/prophet/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/prophet/notebooks/Neptune_prophet.ipynb) |

| Python | [![docs]](https://docs.neptune.ai/about/api) | [![neptune]](https://app.neptune.ai/o/common/org/quickstarts/experiments?viewId=d48562e1-a494-4fd0-b3bb-078240516a4f) | [![github]](how-to-guides/hello-neptune/scripts/hello_neptune.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/hello-neptune/notebooks/hello_neptune.ipynb) |

| PyTorch | [![docs]](https://docs.neptune.ai/integrations/pytorch) | [![neptune]](https://app.neptune.ai/o/common/org/pytorch-integration/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=9920962e-ff6a-4dea-b551-88006799b116&shortId=PYTOR1-7411&type=run) | [![github]](integrations-and-supported-tools/pytorch/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/pytorch/notebooks/Neptune_PyTorch.ipynb) |

| PyTorch Ignite | [![docs]](https://docs.neptune.ai/integrations/ignite) | [![neptune]](https://new-ui.neptune.ai/o/common/org/pytorch-ignite-integration/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=98cfe25a-e45e-4166-9e3e-2aa5796dda61&shortId=PYTOR2-23) | [![github]](integrations-and-supported-tools/pytorch-ignite/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/pytorch/notebooks/Neptune_PyTorch_Ignite.ipynb) |

| PyTorch Lightning | [![docs]](https://docs.neptune.ai/integrations/lightning) | [![neptune]](https://app.neptune.ai/o/showcase/org/pytorch-lightning/runs/details?viewId=9c2ac844-b98c-40f8-a776-4d5db0547545&detailsTab=dashboard&dashboardId=Overview-9c2ac3da-751f-4048-af0a-76707b4e036b&shortId=PTL-8&type=run) | [![github]](integrations-and-supported-tools/pytorch-lightning/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/pytorch-lightning/notebooks/Neptune_PyTorch_Lightning.ipynb) |

| R | [![docs]](https://docs.neptune.ai/usage/r_tutorial) | | [![github]](https://github.com/neptune-ai/examples-r/) | |

| Sacred | [![docs]](https://docs.neptune.ai/integrations/sacred) | [![neptune]](https://app.neptune.ai/o/common/org/sacred-integration/e/SAC-11/dashboard/Sacred-Dashboard-6741ab33-825c-4b25-8ebb-bb95c11ca3f4) | [![github]](integrations-and-supported-tools/sacred/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/sacred/notebooks/Neptune_Sacred.ipynb) |

| scikit-learn | [![docs]](https://docs.neptune.ai/integrations/sklearn) | [![neptune]](https://app.neptune.ai/o/common/org/sklearn-integration/e/SKLEAR-97/all?path=rfr_summary%2Fdiagnostics_charts&attribute=feature_importance) | [![github]](integrations-and-supported-tools/sklearn/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/sklearn/notebooks/Neptune_Scikit_learn.ipynb) |

| Seaborn | [![docs]](https://docs.neptune.ai/integrations/seaborn/) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view&detailsTab=metadata&shortId=PLOT-2&type=run&path=&attribute=seaborn) | [![github]](integrations-and-supported-tools/plotting-libraries/scripts/Neptune_Plotting_Support.py) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/plotting-libraries/notebooks/Neptune_Plotting_Support.ipynb) |

| skorch | [![docs]](https://docs.neptune.ai/integrations/skorch) | [![neptune]](https://app.neptune.ai/o/common/org/skorch-integration/e/SKOR-32/dashboard/skorch-dashboard-97de6fa9-92dd-4b76-9842-b1fbe9cc992e) | [![github]](integrations-and-supported-tools/skorch/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/skorch/notebooks/Neptune_Skorch.ipynb) |

| TensorBoard | [![docs]](https://docs.neptune.ai/integrations/tensorboard) | [![neptune]](https://app.neptune.ai/o/common/org/tensorboard-integration/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=99830fca-15f8-4431-baea-808ae13c0120&shortId=TBOARD-880&type=run) | [![github]](integrations-and-supported-tools/tensorboard/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/tensorboard/notebooks/Neptune_Tensorflow_Tensorboard.ipynb) |

| TensorFlow | [![docs]](https://docs.neptune.ai/integrations/tensorflow) | [![neptune]](https://app.neptune.ai/o/showcase/org/tensorflow-support/runs/details?viewId=9b8ddc64-ad33-4263-95d2-52ba0d77fe9c&detailsTab=dashboard&dashboardId=9b8dda42-410e-4bb5-b0b7-ec406a9bfbac&shortId=TFSUP-3&type=run) | [![github]](integrations-and-supported-tools/tensorflow/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/tensorflow/notebooks/Neptune_Tensorflow.ipynb) |

| 🤗 Transformers | [![docs]](https://docs.neptune.ai/integrations/transformers) | [![neptune]](https://new-ui.neptune.ai/o/common/org/huggingface-integration/runs/details?viewId=standard-view&detailsTab=metadata&shortId=HUG-1467&type=run) | [![github]](integrations-and-supported-tools/transformers/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/integrations-and-supported-tools/transformers/notebooks/Neptune_Transformers.ipynb) |

| XGBoost | [![docs]](https://docs.neptune.ai/integrations/xgboost) | [![neptune]](https://app.neptune.ai/o/common/org/xgboost-integration/e/XGBOOST-84/all?path=training) | [![github]](integrations-and-supported-tools/xgboost/scripts) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/xgboost/notebooks/Neptune_XGBoost.ipynb) |

| ZenML | [![docs]](https://docs.neptune.ai/integrations/zenml) | [![neptune]](https://app.neptune.ai/o/showcase/org/zenml/runs/details?viewId=9b9ba960-9942-4870-9347-5470b9c8f221&detailsTab=dashboard&dashboardId=9b9ba99d-6dfc-4f15-be2c-36a17a6b94a2&shortId=ZEN-1&type=run) | [![github]](integrations-and-supported-tools/zenml/scripts) |  |

## 🛠️ Other utilities

### 🧳 Migration tools

| | GitHub

| - | :-:

| Import runs from Weights & Biases | [![github]](utils/migration_tools/from_wandb/)

| Copy runs from one Neptune project to another | [![github]](utils/migration_tools/from_another_project/)

| Copy models and model versions from model registry to runs | [![github]](utils/migration_tools/model_registry_to_runs/)

| Back up run metadata from Neptune | [![github]](utils/migration_tools/backup_neptune/)

### 💼 Management utilities

| | GitHub | Colab

| - | :-: | :-:

| Get Neptune storage per project and user | [![github]](utils/management_tools/Get_storage_used_by_project_user.ipynb) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/master/utils/management_tools/Get_storage_used_by_project_user.ipynb)

| Get runs with most fields logged | [![github]](utils/management_tools/Get_runs_with_most_fields.ipynb) | [![colab]](https://colab.research.google.com/github/neptune-ai/examples/blob/main/utils/management_tools/Get_runs_with_most_fields.ipynb)

## 🔍 Cannot find what you are looking for?

Check out our [docs](https://docs.neptune.ai/) or our [blog](https://neptune.ai/blog).

[docs]: https://neptune.ai/wp-content/uploads/2023/06/file_icon.svg "Read the documentation"

[neptune]: https://neptune.ai/wp-content/uploads/2023/01/Signet-svg-16x16-1.svg "See Neptune example"

[github]: https://neptune.ai/wp-content/uploads/2023/06/Github-Monochrome-1.svg "See code on GitHub"

[colab]: https://neptune.ai/wp-content/uploads/colab-icon.png "Open in Colab"