{"id":18794638,"url":"https://github.com/neptune-ai/examples","last_synced_at":"2025-04-05T13:03:46.880Z","repository":{"id":37698993,"uuid":"340347701","full_name":"neptune-ai/examples","owner":"neptune-ai","description":"📝 Examples of how to use Neptune for different use cases and with various MLOps tools","archived":false,"fork":false,"pushed_at":"2025-03-25T15:14:12.000Z","size":36730,"stargazers_count":85,"open_issues_count":0,"forks_count":33,"subscribers_count":9,"default_branch":"main","last_synced_at":"2025-03-28T09:49:06.888Z","etag":null,"topics":["compare","dashboard","experiment","fastai","jupyter","keras","metadata","ml","mlops","optuna","pandas","pipelines","pytorch","sklearn","store","tensorflow","tracker","tracking","visualization","xgboost"],"latest_commit_sha":null,"homepage":"https://neptune.ai","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/neptune-ai.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-02-19T11:23:33.000Z","updated_at":"2025-03-25T15:14:17.000Z","dependencies_parsed_at":"2024-05-21T12:05:16.978Z","dependency_job_id":"2bbd6779-26f3-4230-aae5-0244089fc318","html_url":"https://github.com/neptune-ai/examples","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fexamples","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fexamples/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fexamples/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fexamples/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/neptune-ai","download_url":"https://codeload.github.com/neptune-ai/examples/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247339153,"owners_count":20923014,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["compare","dashboard","experiment","fastai","jupyter","keras","metadata","ml","mlops","optuna","pandas","pipelines","pytorch","sklearn","store","tensorflow","tracker","tracking","visualization","xgboost"],"created_at":"2024-11-07T21:30:12.375Z","updated_at":"2025-04-05T13:03:46.858Z","avatar_url":"https://github.com/neptune-ai.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n    \u003cimg src=\"https://raw.githubusercontent.com/neptune-ai/neptune-client/assets/readme/Github-cover-022025.png\" width=\"1500\" /\u003e\n    \u0026nbsp;\n \u003ch1\u003e\u003ca href=\"https://neptune.ai\"\u003eneptune.ai\u003c/a\u003e examples\u003c/h1\u003e\n\u003c/div\u003e\n\n## What is neptune.ai?\n\nNeptune is an experiment tracker purpose-built for foundation model training.\u003cbr\u003e\n\u003cbr\u003e\nWith 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.\u003cbr\u003e\n\n## 📚Examples\n\nIn this repo, you'll find examples of using Neptune to log and retrieve your ML metadata.\n\nYou can run every example with zero setup (no registration needed).\n\n## 🎓How-to guides\n\n### 👶 First steps\n\n| | Docs | Neptune | GitHub | Colab\n| ----------- | :---: | :---: | :------: | :---:\n| 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\u0026detailsTab=dashboard\u0026dashboardId=Custom-Dashboard-9635aa46-356c-459e-8053-cd03dc0f86ec\u0026shortId=QUI-102429\u0026type=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) |\n| 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) |\n| 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) |\n\n### 🧑 Deeper dive\n\n| | Docs | Neptune | GitHub | Colab\n| ----------- | :---: | :---: | :------: | :---:\n| 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\u0026split=tbl\u0026dash=artifacts\u0026viewId=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) |\n| 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) |\n| 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\u0026split=tbl\u0026dash=artifacts\u0026viewId=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) |\n| 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) |\n| 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\u0026detailsTab=dashboard\u0026dash=table\u0026type=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) |\n| 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\u0026detailsTab=metadata\u0026shortId=PIP-3) |[![github]](how-to-guides/sequential-pipelines/scripts)| |\n| 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\u0026detailsTab=metadata\u0026shortId=SHOW-30719\u0026type=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) |\n| 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\u0026detailsTab=metadata\u0026shortId=SHOW-32776\u0026type=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)\n| Use Neptune in distributed computing | [![docs]](https://docs.neptune.ai/usage/best_practices/#distributed-computing) | | [![github]](how-to-guides/ddp-training/scripts)| |\n| 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)\n\n### 👨 Advanced concepts\n\n| | Docs | Neptune | GitHub | Colab\n| ----------- | :---: | :---: | :------: | :---:\n| 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\u0026dash=charts\u0026viewId=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) |\n| 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\u0026detailsTab=metadata\u0026shortId=PIP-3\u0026distraction-free=1) | [![github]](how-to-guides/sequential-pipelines/scripts/run_examples.sh) |\n| DDP training experiments | [![docs]](https://docs.neptune.ai/tutorials/running_distributed_training) | [![neptune]](https://app.neptune.ai/o/common/org/showroom/experiments?split=tbl\u0026dash=charts\u0026viewId=978feb4d-8f8f-4341-ac50-64e65fbd95bc) | [![github]](how-to-guides/ddp-training/scripts) | |\n| 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\u0026detailsTab=metadata\u0026shortId=MUL-2\u0026type=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) |\n\n## 👑 Use cases\n\n| | Neptune | GitHub | Colab\n| --- | :---: | :---: | :---:\n| Text classification using fastText | [![neptune]](https://app.neptune.ai/o/showcase/org/project-text-classification/experiments?split=tbl\u0026dash=charts\u0026viewId=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)\n| Text classification using Keras | [![neptune]](https://app.neptune.ai/o/showcase/org/project-text-classification/experiments?split=tbl\u0026dash=charts\u0026viewId=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)\n| Text summarization | [![neptune]](https://app.neptune.ai/o/showcase/org/project-text-summarization-hf/experiments?split=tbl\u0026dash=charts\u0026viewId=97370e86-8f87-4cb7-82d1-418296693eb3) | [![github]](use-cases/nlp/summarization)\n| Time series forecasting | [![neptune]](https://app.neptune.ai/o/common/org/project-time-series-forecasting/experiments?split=tbl\u0026dash=charts\u0026viewId=97a244b7-fb23-40a5-a021-261401d4efef) | [![github]](use-cases/time-series-forecasting)\n\n\n## 🧩Integrations and supported tools\n\n| | Docs | Neptune | GitHub | Colab\n| ----------- | :---: | :---: | :------: | :---:\n| Airflow | [![docs]](https://docs.neptune.ai/integrations/airflow) | [![neptune]](https://app.neptune.ai/o/common/org/airflow-integration/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=AIR-45) | [![github]](integrations-and-supported-tools/airflow/scripts)\n| Altair | [![docs]](https://docs.neptune.ai/integrations/altair) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=PLOT-2\u0026path=\u0026attribute=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) |\n| 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/) |\n| 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/) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=988c17ae-0e46-41b1-b252-ca4fa975f344\u0026shortId=TSF-824\u0026type=run) | [![github]](integrations-and-supported-tools/azure-ml/) |\n| Bokeh | [![docs]](https://docs.neptune.ai/integrations/bokeh) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=PLOT-2\u0026type=run\u0026path=\u0026attribute=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) |\n| 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) |\n| CatBoost | [![docs]](https://docs.neptune.ai/integrations/catboost) | [![neptune]](https://app.neptune.ai/o/common/org/catboost-support/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=Overview-99f571df-0fec-4447-9ffe-5a4c668577cd\u0026shortId=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) |\n| DALEX | [![docs]](https://docs.neptune.ai/integrations/dalex/) | [![neptune]](https://app.neptune.ai/o/common/org/dalex-support/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=DLX-2\u0026type=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) |\n| 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) |\n| 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)\n| 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) |\n| fastai | [![docs]](https://docs.neptune.ai/integrations/fastai) | [![neptune]](https://app.neptune.ai/o/common/org/fastai-integration/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=fastai-dashboard-1f456716-f509-4432-b8b3-a7f5242703b6\u0026shortId=FAS-1895\u0026type=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) |\n| Folium (Leaflet) | [![docs]](https://docs.neptune.ai/integrations/leaflet/) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=PLOT-2\u0026type=run\u0026path=\u0026attribute=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) |\n| GitHub Actions | [![docs]](https://docs.neptune.ai/usage/github_actions) | | [![github]](https://github.com/neptune-ai/automation-pipelines)\n| 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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=GX-metadata-9c54e2cf-4533-4b64-92a3-ae49ea174815\u0026shortId=GX-5\u0026type=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) |\n| HTML | [![docs]](https://docs.neptune.ai/logging/html/) | [![neptune]](https://app.neptune.ai/common/html-support/e/HTMLSUP-3/all?path=\u0026attribute=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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=Spaceflights-9b5f8098-9132-410f-a93a-0ab355a11fa5\u0026shortId=KED-8) | [![github]](integrations-and-supported-tools/kedro/scripts)\n| Keras | [![docs]](https://docs.neptune.ai/integrations/keras) | [![neptune]](https://app.neptune.ai/o/showcase/org/tf-keras-integration/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=Overview-9b8fb3c0-be33-4c15-bef2-2bcdd2c642eb\u0026shortId=TFK-9\u0026type=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) |\n| 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) |\n| Matplotlib | [![docs]](https://docs.neptune.ai/integrations/matplotlib) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=PLOT-2\u0026type=run\u0026path=\u0026attribute=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) |\n| MLflow | [![docs]](https://docs.neptune.ai/integrations/mlflow) | [![neptune]](https://app.neptune.ai/o/common/org/mlflow-integration/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=MLFLOW-72\u0026type=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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=Composer-run-overview-9b1f1fae-f543-41d1-a778-8604c9b6503d\u0026shortId=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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=9c1c70b1-6609-4961-8e93-d321e4006574\u0026shortId=OPT-11\u0026type=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) |\n| pandas | [![docs]](https://docs.neptune.ai/integrations/pandas)| [![neptune]](https://app.neptune.ai/o/common/org/pandas-support/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=DataFrames-99d4e1f0-fe18-4f7a-82bf-b80017d47d84\u0026shortId=PD-1\u0026type=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) |\n| Plotly | [![docs]](https://docs.neptune.ai/integrations/plotly) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=PLOT-2\u0026type=run\u0026path=\u0026attribute=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) |\n| 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) |\n| 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) |\n| PyTorch | [![docs]](https://docs.neptune.ai/integrations/pytorch) | [![neptune]](https://app.neptune.ai/o/common/org/pytorch-integration/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=9920962e-ff6a-4dea-b551-88006799b116\u0026shortId=PYTOR1-7411\u0026type=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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=98cfe25a-e45e-4166-9e3e-2aa5796dda61\u0026shortId=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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=Overview-9c2ac3da-751f-4048-af0a-76707b4e036b\u0026shortId=PTL-8\u0026type=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) |\n| R | [![docs]](https://docs.neptune.ai/usage/r_tutorial) | | [![github]](https://github.com/neptune-ai/examples-r/) | |\n| 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) |\n| 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\u0026attribute=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) |\n| Seaborn | [![docs]](https://docs.neptune.ai/integrations/seaborn/) | [![neptune]](https://app.neptune.ai/o/showcase/org/plotting/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=PLOT-2\u0026type=run\u0026path=\u0026attribute=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) |\n| 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) |\n| TensorBoard | [![docs]](https://docs.neptune.ai/integrations/tensorboard) | [![neptune]](https://app.neptune.ai/o/common/org/tensorboard-integration/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=99830fca-15f8-4431-baea-808ae13c0120\u0026shortId=TBOARD-880\u0026type=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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=9b8dda42-410e-4bb5-b0b7-ec406a9bfbac\u0026shortId=TFSUP-7\u0026type=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) |\n| 🤗 Transformers | [![docs]](https://docs.neptune.ai/integrations/transformers) | [![neptune]](https://new-ui.neptune.ai/o/common/org/huggingface-integration/runs/details?viewId=standard-view\u0026detailsTab=metadata\u0026shortId=HUG-1467\u0026type=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) |\n| 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) |\n| 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\u0026detailsTab=dashboard\u0026dashboardId=9b9ba99d-6dfc-4f15-be2c-36a17a6b94a2\u0026shortId=ZEN-1\u0026type=run) | [![github]](integrations-and-supported-tools/zenml/scripts) |  |\n\n\n## 🛠️ Other utilities\n\n### 🧳 Migration tools\n\n| | GitHub\n| - | :-:\n| Import runs from Weights \u0026 Biases | [![github]](utils/migration_tools/from_wandb/)\n| Copy runs from one Neptune project to another | [![github]](utils/migration_tools/from_another_project/)\n| Copy models and model versions from model registry to runs | [![github]](utils/migration_tools/model_registry_to_runs/)\n| Back up run metadata from Neptune | [![github]](utils/migration_tools/backup_neptune/)\n\n### 💼 Management utilities\n| | GitHub | Colab\n| - | :-: | :-:\n| 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)\n| 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)\n\n## 🔍 Cannot find what you are looking for?\nCheck out our [docs](https://docs.neptune.ai/) or our [blog](https://neptune.ai/blog).\n\n\n\u003c!--- Resources --\u003e\n[docs]: https://neptune.ai/wp-content/uploads/2023/06/file_icon.svg \"Read the documentation\"\n[neptune]: https://neptune.ai/wp-content/uploads/2023/01/Signet-svg-16x16-1.svg \"See Neptune example\"\n[github]: https://neptune.ai/wp-content/uploads/2023/06/Github-Monochrome-1.svg \"See code on GitHub\"\n[colab]: https://neptune.ai/wp-content/uploads/colab-icon.png \"Open in Colab\"\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneptune-ai%2Fexamples","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneptune-ai%2Fexamples","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneptune-ai%2Fexamples/lists"}