# Weights & Biases Documentation > Weights & Biases Documentation Site - [Guides](https://docs.wandb.ai/guides/): An overview of what is W&B along with links on how to get started if you are a first time user. - [Launch](https://docs.wandb.ai/guides/launch/): Easily scale and manage ML jobs using W&B Launch. - [launch-library](https://docs.wandb.ai/launch-library/): - [Reference](https://docs.wandb.ai/ref/): Generated documentation for Weights & Biases APIs - [Search Results](https://docs.wandb.ai/search/): - [Tutorials](https://docs.wandb.ai/tutorials/): Get started using Weights & Biases with interactive tutorials. ## Guides > An overview of what is W&B along with links on how to get started if you are a first time user. - [W&B Quickstart](https://docs.wandb.ai/quickstart/): W&B Quickstart - [W&B Models](https://docs.wandb.ai/guides/models/) - [W&B Weave](https://docs.wandb.ai/guides/weave/) - [W&B Core](https://docs.wandb.ai/guides/core/) - [W&B Platform](https://docs.wandb.ai/guides/hosting/) - [Integrations](https://docs.wandb.ai/guides/integrations/) ### W&B Models - [W&B App UI](https://docs.wandb.ai/guides/app/) - [Experiments](https://docs.wandb.ai/guides/track/): Track machine learning experiments with W&B. - [Sweeps](https://docs.wandb.ai/guides/sweeps/): Hyperparameter search and model optimization with W&B Sweeps - [Tables](https://docs.wandb.ai/guides/models/tables/): Iterate on datasets and understand model predictions #### W&B App UI - [Manage workspace, section, and panel settings](https://docs.wandb.ai/guides/app/features/cascade-settings/) - [Settings](https://docs.wandb.ai/guides/models/app/settings-page/): Use the Weights and Biases Settings Page to customize your individual user profile or team settings. - [Panels](https://docs.wandb.ai/guides/app/features/panels/) - [Custom charts](https://docs.wandb.ai/guides/app/features/custom-charts/) ##### Settings > Use the Weights and Biases Settings Page to customize your individual user profile or team settings. - [Manage user settings](https://docs.wandb.ai/guides/models/app/settings-page/user-settings/): Manage your profile information, account defaults, alerts, participation in beta products, GitHub integration, storage usage, account activation, and create teams in your user settings. - [Manage billing settings](https://docs.wandb.ai/guides/models/app/settings-page/billing-settings/): Manage your organization's billing settings - [Manage team settings](https://docs.wandb.ai/guides/models/app/settings-page/team-settings/): Manage a team's members, avatar, alerts, and privacy settings with the Team Settings page. - [Manage email settings](https://docs.wandb.ai/guides/models/app/settings-page/emails/): Manage emails from the Settings page. - [Manage teams](https://docs.wandb.ai/guides/models/app/settings-page/teams/): Collaborate with your colleagues, share results, and track all the experiments across your team - [Manage storage](https://docs.wandb.ai/guides/models/app/settings-page/storage/): Ways to manage W&B data storage. - [System metrics](https://docs.wandb.ai/guides/models/app/settings-page/system-metrics/): Metrics automatically logged by W&B. - [Anonymous mode](https://docs.wandb.ai/guides/models/app/settings-page/anon/): Log and visualize data without a W&B account ##### Panels - [Query panels](https://docs.wandb.ai/guides/app/features/panels/query-panels/): Some features on this page are in beta, hidden behind a feature flag. Add `weave-plot` to your bio on your profile page to unlock all related features. - [Line plots](https://docs.wandb.ai/guides/app/features/panels/line-plot/): Visualize metrics, customize axes, and compare multiple lines on a plot - [Bar plots](https://docs.wandb.ai/guides/app/features/panels/bar-plot/): Visualize metrics, customize axes, and compare categorical data as bars. - [Parallel coordinates](https://docs.wandb.ai/guides/app/features/panels/parallel-coordinates/): Compare results across machine learning experiments - [Scatter plots](https://docs.wandb.ai/guides/app/features/panels/scatter-plot/) - [Media panels](https://docs.wandb.ai/guides/app/features/panels/media/) - [Save and diff code](https://docs.wandb.ai/guides/app/features/panels/code/) - [Parameter importance](https://docs.wandb.ai/guides/app/features/panels/parameter-importance/): Visualize the relationships between your model's hyperparameters and output metrics - [Compare run metrics](https://docs.wandb.ai/guides/app/features/panels/run-comparer/): Compare metrics across multiple runs ###### Query panels > Some features on this page are in beta, hidden behind a feature flag. Add `weave-plot` to your bio on your profile page to unlock all related features. - [Embed objects](https://docs.wandb.ai/guides/app/features/panels/query-panels/embedding-projector/): W&B's Embedding Projector allows users to plot multi-dimensional embeddings on a 2D plane using common dimension reduction algorithms like PCA, UMAP, and t-SNE. ###### Line plots > Visualize metrics, customize axes, and compare multiple lines on a plot - [Line plot reference](https://docs.wandb.ai/guides/app/features/panels/line-plot/reference/) - [Point aggregation](https://docs.wandb.ai/guides/app/features/panels/line-plot/sampling/) - [Smooth line plots](https://docs.wandb.ai/guides/app/features/panels/line-plot/smoothing/): In line plots, use smoothing to see trends in noisy data. ##### Custom charts - [Tutorial: Use custom charts](https://docs.wandb.ai/guides/app/features/custom-charts/walkthrough/): Tutorial of using the custom charts feature in the W&B UI #### Experiments > Track machine learning experiments with W&B. - [Create an experiment](https://docs.wandb.ai/guides/track/launch/): Create a W&B Experiment. - [Configure experiments](https://docs.wandb.ai/guides/track/config/): Use a dictionary-like object to save your experiment configuration - [Projects](https://docs.wandb.ai/guides/track/project-page/): Compare versions of your model, explore results in a scratch workspace, and export findings to a report to save notes and visualizations - [View experiments results](https://docs.wandb.ai/guides/track/workspaces/): A playground for exploring run data with interactive visualizations - [What are runs?](https://docs.wandb.ai/guides/runs/): Learn about the basic building block of W&B, Runs. - [Log objects and media](https://docs.wandb.ai/guides/track/log/): Keep track of metrics, videos, custom plots, and more - [Track Jupyter notebooks](https://docs.wandb.ai/guides/track/jupyter/): se W&B with Jupyter to get interactive visualizations without leaving your notebook. - [Experiments limits and performance](https://docs.wandb.ai/guides/track/limits/): Keep your pages in W&B faster and more responsive by logging within these suggested bounds. - [Reproduce experiments](https://docs.wandb.ai/guides/track/reproduce_experiments/) - [Import and export data](https://docs.wandb.ai/guides/track/public-api-guide/): Import data from MLFlow, export or update data that you have saved to W&B - [Environment variables](https://docs.wandb.ai/guides/track/environment-variables/): Set W&B environment variables. ##### What are runs? > Learn about the basic building block of W&B, Runs. - [Add labels to runs with tags](https://docs.wandb.ai/guides/runs/tags/) - [Create and manage multiple runs in a single process](https://docs.wandb.ai/guides/runs/multiple-runs-per-process/): Manage multiple runs in a single Python process using W&B’s reinit functionality - [Filter and search runs](https://docs.wandb.ai/guides/runs/filter-runs/): How to use the sidebar and table on the project page - [Fork a run](https://docs.wandb.ai/guides/runs/forking/): Forking a W&B run - [Group runs into experiments](https://docs.wandb.ai/guides/runs/grouping/): Group training and evaluation runs into larger experiments - [Move runs](https://docs.wandb.ai/guides/runs/manage-runs/) - [Resume a run](https://docs.wandb.ai/guides/runs/resuming/): Resume a paused or exited W&B Run - [Rewind a run](https://docs.wandb.ai/guides/runs/rewind/): Rewind - [Send an alert](https://docs.wandb.ai/guides/runs/alert/): Send alerts, triggered from your Python code, to your Slack or email ##### Log objects and media > Keep track of metrics, videos, custom plots, and more - [Create and track plots from experiments](https://docs.wandb.ai/guides/track/log/plots/): Create and track plots from machine learning experiments. - [Customize log axes](https://docs.wandb.ai/guides/track/log/customize-logging-axes/) - [Log distributed training experiments](https://docs.wandb.ai/guides/track/log/distributed-training/): Use W&B to log distributed training experiments with multiple GPUs. - [Log media and objects](https://docs.wandb.ai/guides/track/log/media/): Log rich media, from 3D point clouds and molecules to HTML and histograms - [Log models](https://docs.wandb.ai/guides/track/log/log-models/) - [Log summary metrics](https://docs.wandb.ai/guides/track/log/log-summary/) - [Log tables](https://docs.wandb.ai/guides/track/log/log-tables/): Log tables with W&B. - [Track CSV files with experiments](https://docs.wandb.ai/guides/track/log/working-with-csv/): Importing and logging data into W&B #### Sweeps > Hyperparameter search and model optimization with W&B Sweeps - [Learn more about sweeps](https://docs.wandb.ai/guides/sweeps/useful-resources/): Collection of useful sources for Sweeps. - [Manage algorithms locally](https://docs.wandb.ai/guides/sweeps/local-controller/): Search and stop algorithms locally instead of using the W&B cloud-hosted service. - [Sweeps troubleshooting](https://docs.wandb.ai/guides/sweeps/troubleshoot-sweeps/): Troubleshoot common W&B Sweep issues. - [Sweeps UI](https://docs.wandb.ai/guides/sweeps/sweeps-ui/): Describes the different components of the Sweeps UI. - [Tutorial: Create sweep job from project](https://docs.wandb.ai/guides/sweeps/existing-project/): Tutorial on how to create sweep jobs from a pre-existing W&B project. - [Tutorial: Define, initialize, and run a sweep](https://docs.wandb.ai/guides/sweeps/walkthrough/): Sweeps quickstart shows how to define, initialize, and run a sweep. There are four main steps - [Add W&B (wandb) to your code](https://docs.wandb.ai/guides/sweeps/add-w-and-b-to-your-code/): Add W&B to your Python code script or Jupyter Notebook. - [Define a sweep configuration](https://docs.wandb.ai/guides/sweeps/define-sweep-configuration/): Learn how to create configuration files for sweeps. - [Initialize a sweep](https://docs.wandb.ai/guides/sweeps/initialize-sweeps/): Initialize a W&B Sweep - [Start or stop a sweep agent](https://docs.wandb.ai/guides/sweeps/start-sweep-agents/): Start or stop a W&B Sweep Agent on one or more machines. - [Parallelize agents](https://docs.wandb.ai/guides/sweeps/parallelize-agents/): Parallelize W&B Sweep agents on multi-core or multi-GPU machine. - [Visualize sweep results](https://docs.wandb.ai/guides/sweeps/visualize-sweep-results/): Visualize the results of your W&B Sweeps with the W&B App UI. - [Manage sweeps with the CLI](https://docs.wandb.ai/guides/sweeps/pause-resume-and-cancel-sweeps/): Pause, resume, and cancel a W&B Sweep with the CLI. ##### Define a sweep configuration > Learn how to create configuration files for sweeps. - [Sweep configuration options](https://docs.wandb.ai/guides/sweeps/sweep-config-keys/) #### Tables > Iterate on datasets and understand model predictions - [Example tables](https://docs.wandb.ai/guides/models/tables/tables-gallery/): Examples of W&B Tables - [Export table data](https://docs.wandb.ai/guides/models/tables/tables-download/): How to export data from tables. - [Tutorial: Log tables, visualize and query data](https://docs.wandb.ai/guides/models/tables/tables-walkthrough/): Explore how to use W&B Tables with this 5 minute Quickstart. - [Log tables](https://docs.wandb.ai/guides/models/tables/log_tables/) - [Visualize and analyze tables](https://docs.wandb.ai/guides/models/tables/visualize-tables/): Visualize and analyze W&B Tables. ### W&B Core - [Artifacts](https://docs.wandb.ai/guides/artifacts/): Overview of W&B Artifacts, how they work, and how to get started using them. - [Secrets](https://docs.wandb.ai/guides/secrets/): Overview of W&B secrets, how they work, and how to get started using them. - [Registry](https://docs.wandb.ai/guides/core/registry/) - [Reports](https://docs.wandb.ai/guides/reports/): Project management and collaboration tools for machine learning projects - [Automations](https://docs.wandb.ai/guides/core/automations/) #### Artifacts > Overview of W&B Artifacts, how they work, and how to get started using them. - [Artifact data privacy and compliance](https://docs.wandb.ai/guides/artifacts/data-privacy-and-compliance/): Learn where W&B files are stored by default. Explore how to save, store sensitive information. - [Tutorial: Create, track, and use a dataset artifact](https://docs.wandb.ai/guides/artifacts/artifacts-walkthrough/): Artifacts quickstart shows how to create, track, and use a dataset artifact with W&B. - [Create an artifact](https://docs.wandb.ai/guides/artifacts/construct-an-artifact/): Create, construct a W&B Artifact. Learn how to add one or more files or a URI reference to an Artifact. - [Download and use artifacts](https://docs.wandb.ai/guides/artifacts/download-and-use-an-artifact/): Download and use Artifacts from multiple projects. - [Update an artifact](https://docs.wandb.ai/guides/artifacts/update-an-artifact/): Update an existing Artifact inside and outside of a W&B Run. - [Create an artifact alias](https://docs.wandb.ai/guides/artifacts/create-a-custom-alias/): Create custom aliases for W&B Artifacts. - [Create an artifact version](https://docs.wandb.ai/guides/artifacts/create-a-new-artifact-version/): Create a new artifact version from a single run or from a distributed process. - [Track external files](https://docs.wandb.ai/guides/artifacts/track-external-files/): Track files saved outside the W&B such as in an Amazon S3 bucket, GCS bucket, HTTP file server, or even an NFS share. - [Manage data](https://docs.wandb.ai/guides/artifacts/manage-data/) - [Explore artifact graphs](https://docs.wandb.ai/guides/artifacts/explore-and-traverse-an-artifact-graph/): Traverse automatically created direct acyclic W&B Artifact graphs. ##### Manage data - [Delete an artifact](https://docs.wandb.ai/guides/artifacts/delete-artifacts/): Delete artifacts interactively with the App UI or programmatically with the W&B SDK/ - [Manage artifact data retention](https://docs.wandb.ai/guides/artifacts/ttl/): Time to live policies (TTL) - [Manage artifact storage and memory allocation](https://docs.wandb.ai/guides/artifacts/storage/): Manage storage, memory allocation of W&B Artifacts. #### Registry - [Registry types](https://docs.wandb.ai/guides/core/registry/registry_types/) - [Create a custom registry](https://docs.wandb.ai/guides/core/registry/create_registry/) - [Configure registry access](https://docs.wandb.ai/guides/core/registry/configure_registry/) - [Create a collection](https://docs.wandb.ai/guides/core/registry/create_collection/) - [Link an artifact version to a registry](https://docs.wandb.ai/guides/core/registry/link_version/) - [Reference an artifact version with aliases](https://docs.wandb.ai/guides/core/registry/aliases/) - [Download an artifact from a registry](https://docs.wandb.ai/guides/core/registry/download_use_artifact/) - [Find registry items](https://docs.wandb.ai/guides/core/registry/search_registry/) - [Organize versions with tags](https://docs.wandb.ai/guides/core/registry/organize-with-tags/): Use tags to organize collections or artifact versions within collections. You can add, remove, edit tags with the Python SDK or W&B App UI. - [Annotate collections](https://docs.wandb.ai/guides/core/registry/registry_cards/) - [Create and view lineage maps](https://docs.wandb.ai/guides/core/registry/lineage/): Create a lineage map in the W&B Registry. - [Delete registry](https://docs.wandb.ai/guides/core/registry/delete_registry/) - [Migrate from legacy Model Registry](https://docs.wandb.ai/guides/core/registry/model_registry_eol/) - [Model registry](https://docs.wandb.ai/guides/core/registry/model_registry/): Model registry to manage the model lifecycle from training to production ##### Model registry > Model registry to manage the model lifecycle from training to production - [Tutorial: Use W&B for model management](https://docs.wandb.ai/guides/core/registry/model_registry/walkthrough/): Learn how to use W&B for Model Management - [Model Registry Terms and Concepts](https://docs.wandb.ai/guides/core/registry/model_registry/model-management-concepts/): Model Registry terms and concepts - [Track a model](https://docs.wandb.ai/guides/core/registry/model_registry/log-model-to-experiment/): Track a model, the model's dependencies, and other information relevant to that model with the W&B Python SDK. - [Create a registered model](https://docs.wandb.ai/guides/core/registry/model_registry/create-registered-model/): Create a registered model to hold all the candidate models for your modeling tasks. - [Link a model version](https://docs.wandb.ai/guides/core/registry/model_registry/link-model-version/): Link a model version to a registered model with the W&B App or programmatically with the Python SDK. - [Organize models](https://docs.wandb.ai/guides/core/registry/model_registry/organize-models/) - [Create model lineage map](https://docs.wandb.ai/guides/core/registry/model_registry/model-lineage/) - [Document machine learning model](https://docs.wandb.ai/guides/core/registry/model_registry/create-model-cards/): Add descriptions to model card to document your model - [Download a model version](https://docs.wandb.ai/guides/core/registry/model_registry/consume-models/): How to download a model with W&B Python SDK - [Create alerts and notifications](https://docs.wandb.ai/guides/core/registry/model_registry/notifications/): Get Slack notifications when a new model version is linked to the model registry. - [Manage data governance and access control](https://docs.wandb.ai/guides/core/registry/model_registry/access_controls/): Use model registry role based access controls (RBAC) to control who can update protected aliases. #### Reports > Project management and collaboration tools for machine learning projects - [Create a report](https://docs.wandb.ai/guides/reports/create-a-report/): Create a W&B Report with the App UI or programmatically with the Weights & Biases SDK. - [Edit a report](https://docs.wandb.ai/guides/reports/edit-a-report/): Edit a report interactively with the App UI or programmatically with the W&B SDK. - [Collaborate on reports](https://docs.wandb.ai/guides/reports/collaborate-on-reports/): Collaborate and share W&B Reports with peers, co-workers, and your team. - [Clone and export reports](https://docs.wandb.ai/guides/reports/clone-and-export-reports/): Export a W&B Report as a PDF or LaTeX. - [Embed a report](https://docs.wandb.ai/guides/reports/embed-reports/): Embed W&B reports directly into Notion or with an HTML IFrame element. - [Compare runs across projects](https://docs.wandb.ai/guides/reports/cross-project-reports/): Compare runs from two different projects with cross-project reports. - [Example reports](https://docs.wandb.ai/guides/reports/reports-gallery/): Reports gallery #### Automations - [Create an automation](https://docs.wandb.ai/guides/core/automations/create-automations/) - [Automation events and scopes](https://docs.wandb.ai/guides/core/automations/automation-events/) ##### Create an automation - [Create a Slack automation](https://docs.wandb.ai/guides/core/automations/create-automations/slack/) - [Create a webhook automation](https://docs.wandb.ai/guides/core/automations/create-automations/webhook/) ### W&B Platform - [Deployment options](https://docs.wandb.ai/guides/hosting/hosting-options/) - [Identity and access management (IAM)](https://docs.wandb.ai/guides/hosting/iam/org_team_struct/) - [Data security](https://docs.wandb.ai/guides/hosting/data-security/) - [Configure privacy settings](https://docs.wandb.ai/guides/hosting/privacy-settings/) - [Monitoring and usage](https://docs.wandb.ai/guides/hosting/monitoring-usage/) - [Configure SMTP](https://docs.wandb.ai/guides/hosting/smtp/) - [Configure environment variables](https://docs.wandb.ai/guides/hosting/env-vars/): How to configure the W&B Server installation #### Deployment options - [Dedicated Cloud](https://docs.wandb.ai/guides/hosting/hosting-options/dedicated_cloud/) - [Self-managed](https://docs.wandb.ai/guides/hosting/hosting-options/self-managed/): Deploying W&B in production - [Use W&B Multi-tenant SaaS](https://docs.wandb.ai/guides/hosting/hosting-options/saas_cloud/) ##### Dedicated Cloud - [Export data from Dedicated cloud](https://docs.wandb.ai/guides/hosting/export-data-from-dedicated-cloud/): Export data from Dedicated cloud - [Supported Dedicated Cloud regions](https://docs.wandb.ai/guides/hosting/hosting-options/dedicated_regions/) ##### Self-managed > Deploying W&B in production - [Reference Architecture](https://docs.wandb.ai/guides/hosting/self-managed/ref-arch/): W&B Reference Architecture - [Run W&B Server on Kubernetes](https://docs.wandb.ai/guides/hosting/operator/): Deploy W&B Platform with Kubernetes Operator - [Install on public cloud](https://docs.wandb.ai/guides/hosting/self-managed/install-on-public-cloud/) - [Deploy W&B Platform On-premises](https://docs.wandb.ai/guides/hosting/self-managed/bare-metal/): Hosting W&B Server on on-premises infrastructure - [Update W&B license and version](https://docs.wandb.ai/guides/hosting/server-upgrade-process/): Guide for updating W&B (Weights & Biases) version and license across different installation methods. - [Disable automatic updates for W&B Server](https://docs.wandb.ai/guides/hosting/self-managed/disable-automatic-app-version-updates/): Learn how to disable automatic updates for W&B Server. ###### Run W&B Server on Kubernetes > Deploy W&B Platform with Kubernetes Operator - [Kubernetes operator for air-gapped instances](https://docs.wandb.ai/guides/hosting/self-managed/operator-airgapped/): Deploy W&B Platform with Kubernetes Operator (Airgapped) ###### Install on public cloud - [Deploy W&B Platform on AWS](https://docs.wandb.ai/guides/hosting/self-managed/aws-tf/): Hosting W&B Server on AWS. - [Deploy W&B Platform on GCP](https://docs.wandb.ai/guides/hosting/self-managed/gcp-tf/): Hosting W&B Server on GCP. - [Deploy W&B Platform on Azure](https://docs.wandb.ai/guides/hosting/self-managed/azure-tf/): Hosting W&B Server on Azure. #### Identity and access management (IAM) - [Advanced IAM configuration](https://docs.wandb.ai/guides/hosting/iam/advanced_env_vars/) - [Authentication](https://docs.wandb.ai/guides/hosting/iam/authentication/) - [Access management](https://docs.wandb.ai/guides/hosting/iam/access-management-intro/) - [Automate user and team management](https://docs.wandb.ai/guides/hosting/iam/automate_iam/) - [Manage users, groups, and roles with SCIM](https://docs.wandb.ai/guides/hosting/iam/scim/) ##### Authentication - [Configure SSO with LDAP](https://docs.wandb.ai/guides/hosting/iam/ldap/) - [Configure SSO with OIDC](https://docs.wandb.ai/guides/hosting/iam/sso/) - [Use federated identities with SDK](https://docs.wandb.ai/guides/hosting/iam/identity_federation/) - [Use service accounts to automate workflows](https://docs.wandb.ai/guides/hosting/iam/service-accounts/): Manage automated or non-interactive workflows using org and team scoped service accounts ##### Access management - [Manage access control for projects](https://docs.wandb.ai/guides/hosting/iam/access-management/restricted-projects/): Manage project access using visibility scopes and project-level roles - [Manage your organization](https://docs.wandb.ai/guides/hosting/iam/access-management/manage-organization/) #### Data security - [Data encryption in Dedicated cloud](https://docs.wandb.ai/guides/hosting/data-security/data-encryption/) - [Bring your own bucket (BYOB)](https://docs.wandb.ai/guides/hosting/data-security/secure-storage-connector/) - [Access BYOB using pre-signed URLs](https://docs.wandb.ai/guides/hosting/data-security/presigned-urls/) - [Configure IP allowlisting for Dedicated Cloud](https://docs.wandb.ai/guides/hosting/data-security/ip-allowlisting/) - [Configure private connectivity to Dedicated Cloud](https://docs.wandb.ai/guides/hosting/data-security/private-connectivity/) #### Monitoring and usage - [Configure Slack alerts](https://docs.wandb.ai/guides/hosting/monitoring-usage/slack-alerts/) - [View organization dashboard](https://docs.wandb.ai/guides/hosting/monitoring-usage/org_dashboard/) - [Track user activity with audit logs](https://docs.wandb.ai/guides/hosting/monitoring-usage/audit-logging/) - [Use Prometheus monitoring](https://docs.wandb.ai/guides/hosting/monitoring-usage/prometheus-logging/) ### Integrations - [Add wandb to any library](https://docs.wandb.ai/guides/integrations/add-wandb-to-any-library/) - [Azure OpenAI Fine-Tuning](https://docs.wandb.ai/guides/integrations/azure-openai-fine-tuning/): How to Fine-Tune Azure OpenAI models using W&B. - [Catalyst](https://docs.wandb.ai/guides/integrations/catalyst/): How to integrate W&B for Catalyst, a Pytorch framework. - [Cohere fine-tuning](https://docs.wandb.ai/guides/integrations/cohere-fine-tuning/): How to Fine-Tune Cohere models using W&B. - [Databricks](https://docs.wandb.ai/guides/integrations/databricks/): How to integrate W&B with Databricks. - [DeepChecks](https://docs.wandb.ai/guides/integrations/deepchecks/): How to integrate W&B with DeepChecks. - [DeepChem](https://docs.wandb.ai/guides/integrations/deepchem/): How to integrate W&B with DeepChem library. - [Docker](https://docs.wandb.ai/guides/integrations/docker/): How to integrate W&B with Docker. - [Farama Gymnasium](https://docs.wandb.ai/guides/integrations/farama-gymnasium/): How to integrate W&B with Farama Gymnasium. - [fastai](https://docs.wandb.ai/guides/integrations/fastai/) - [Hugging Face Transformers](https://docs.wandb.ai/guides/integrations/huggingface/) - [Hugging Face Diffusers](https://docs.wandb.ai/guides/integrations/diffusers/) - [Hugging Face AutoTrain](https://docs.wandb.ai/guides/integrations/autotrain/) - [Hugging Face Accelerate](https://docs.wandb.ai/guides/integrations/accelerate/): Training and inference at scale made simple, efficient and adaptable - [Hydra](https://docs.wandb.ai/guides/integrations/hydra/): How to integrate W&B with Hydra. - [Keras](https://docs.wandb.ai/guides/integrations/keras/) - [Kubeflow Pipelines (kfp)](https://docs.wandb.ai/guides/integrations/kubeflow-pipelines-kfp/): How to integrate W&B with Kubeflow Pipelines. - [LightGBM](https://docs.wandb.ai/guides/integrations/lightgbm/): Track your trees with W&B. - [Metaflow](https://docs.wandb.ai/guides/integrations/metaflow/): How to integrate W&B with Metaflow. - [MMEngine](https://docs.wandb.ai/guides/integrations/mmengine/) - [MMF](https://docs.wandb.ai/guides/integrations/mmf/): How to integrate W&B with Meta AI's MMF. - [MosaicML Composer](https://docs.wandb.ai/guides/integrations/composer/): State of the art algorithms to train your neural networks - [OpenAI API](https://docs.wandb.ai/guides/integrations/openai-api/): How to use W&B with the OpenAI API. - [OpenAI Fine-Tuning](https://docs.wandb.ai/guides/integrations/openai-fine-tuning/): How to Fine-Tune OpenAI models using W&B. - [OpenAI Gym](https://docs.wandb.ai/guides/integrations/openai-gym/): How to integrate W&B with OpenAI Gym. - [PaddleDetection](https://docs.wandb.ai/guides/integrations/paddledetection/): How to integrate W&B with PaddleDetection. - [PaddleOCR](https://docs.wandb.ai/guides/integrations/paddleocr/): How to integrate W&B with PaddleOCR. - [Prodigy](https://docs.wandb.ai/guides/integrations/prodigy/): How to integrate W&B with Prodigy. - [PyTorch](https://docs.wandb.ai/guides/integrations/pytorch/) - [PyTorch Geometric](https://docs.wandb.ai/guides/integrations/pytorch-geometric/) - [Pytorch torchtune](https://docs.wandb.ai/guides/integrations/torchtune/) - [PyTorch Ignite](https://docs.wandb.ai/guides/integrations/ignite/): How to integrate W&B with PyTorch Ignite. - [PyTorch Lightning](https://docs.wandb.ai/guides/integrations/lightning/) - [Ray Tune](https://docs.wandb.ai/guides/integrations/ray-tune/): How to integrate W&B with Ray Tune. - [SageMaker](https://docs.wandb.ai/guides/integrations/sagemaker/): How to integrate W&B with Amazon SageMaker. - [Scikit-Learn](https://docs.wandb.ai/guides/integrations/scikit/) - [Simple Transformers](https://docs.wandb.ai/guides/integrations/simpletransformers/): How to integrate W&B with the Transformers library by Hugging Face. - [Skorch](https://docs.wandb.ai/guides/integrations/skorch/): How to integrate W&B with Skorch. - [spaCy](https://docs.wandb.ai/guides/integrations/spacy/) - [Stable Baselines 3](https://docs.wandb.ai/guides/integrations/stable-baselines-3/): How to integrate W&B with Stable Baseline 3. - [TensorBoard](https://docs.wandb.ai/guides/integrations/tensorboard/) - [TensorFlow](https://docs.wandb.ai/guides/integrations/tensorflow/) - [W&B for Julia](https://docs.wandb.ai/guides/integrations/w-and-b-for-julia/): How to integrate W&B with Julia. - [XGBoost](https://docs.wandb.ai/guides/integrations/xgboost/): Track your trees with W&B. - [YOLOv5](https://docs.wandb.ai/guides/integrations/yolov5/) - [Ultralytics](https://docs.wandb.ai/guides/integrations/ultralytics/) - [YOLOX](https://docs.wandb.ai/guides/integrations/yolox/): How to integrate W&B with YOLOX. #### fastai - [fastai v1](https://docs.wandb.ai/guides/integrations/fastai/v1/) ## Launch > Easily scale and manage ML jobs using W&B Launch. - [Create and deploy jobs](https://docs.wandb.ai/launch/create-and-deploy-jobs/) - [Create sweeps with W&B Launch](https://docs.wandb.ai/guides/launch/sweeps-on-launch/): Discover how to automate hyperparamter sweeps on launch. - [Launch FAQ](https://docs.wandb.ai/launch/launch-faq/) - [Launch integration guides](https://docs.wandb.ai/launch/integration-guides/) - [Tutorial: W&B Launch basics](https://docs.wandb.ai/guides/launch/walkthrough/): Getting started guide for W&B Launch. - [Launch terms and concepts](https://docs.wandb.ai/guides/launch/launch-terminology/) - [Set up Launch](https://docs.wandb.ai/launch/set-up-launch/) ### Create and deploy jobs - [Add job to queue](https://docs.wandb.ai/guides/launch/add-job-to-queue/) - [Create a launch job](https://docs.wandb.ai/guides/launch/create-launch-job/) - [Manage job inputs](https://docs.wandb.ai/guides/launch/job-inputs/) - [Monitor launch queue](https://docs.wandb.ai/guides/launch/launch-queue-observability/) - [View launch jobs](https://docs.wandb.ai/guides/launch/launch-view-jobs/) ### Launch FAQ - [Are there best practices for using Launch effectively?](https://docs.wandb.ai/launch/launch-faq/best_practices_launch_effectively/) - [Can I specify a Dockerfile and let W&B build a Docker image for me?](https://docs.wandb.ai/launch/launch-faq/dockerfile_let_wb_build_docker_image_me/) - [Can Launch automatically provision (and spin down) compute resources for me in the target environment?](https://docs.wandb.ai/launch/launch-faq/launch_automatically_provision_spin_compute_resources_target_environment/) - [Can you specify secrets for jobs/automations? For instance, an API key which you do not wish to be directly visible to users?](https://docs.wandb.ai/launch/launch-faq/secrets_jobsautomations_instance_api_key_wish_directly_visible/) - [Does Launch support parallelization? How can I limit the resources consumed by a job?](https://docs.wandb.ai/launch/launch-faq/launch_support_parallelization_limit_resources_consumed_job/) - [How can admins restrict which users have modify access?](https://docs.wandb.ai/launch/launch-faq/restrict_access_modify_example/) - [How do I control who can push to a queue?](https://docs.wandb.ai/launch/launch-faq/control_push_queue/) - [How do I fix a "permission denied" error in Launch?](https://docs.wandb.ai/launch/launch-faq/launcherror_permission_denied/) - [How do I make W&B Launch work with Tensorflow on GPU?](https://docs.wandb.ai/launch/launch-faq/launch_tensorflow_gpu/) - [How does W&B Launch build images?](https://docs.wandb.ai/launch/launch-faq/launch_build_images/) - [I do not like clicking- can I use Launch without going through the UI?](https://docs.wandb.ai/launch/launch-faq/clicking_launch_without_going_ui/) - [I do not want W&B to build a container for me, can I still use Launch?](https://docs.wandb.ai/launch/launch-faq/build_container_launch/) - [Is `wandb launch -d` or `wandb job create image` uploading a whole docker artifact and not pulling from a registry?](https://docs.wandb.ai/launch/launch-faq/launch_d_wandb_job_create_image_uploading_whole_docker/) - [What permissions does the agent require in Kubernetes?](https://docs.wandb.ai/launch/launch-faq/permissions_agent_require_kubernetes/) - [What requirements does the accelerator base image have?](https://docs.wandb.ai/launch/launch-faq/requirements_accelerator_base_image/) - [When multiple jobs in a Docker queue download the same artifact, is any caching used, or is it re-downloaded every run?](https://docs.wandb.ai/launch/launch-faq/docker_queues_run_multiple_jobs_download_same_artifact_useartifact/) ### Launch integration guides - [Dagster](https://docs.wandb.ai/guides/integrations/dagster/): Guide on how to integrate W&B with Dagster. - [Launch multinode jobs with Volcano](https://docs.wandb.ai/tutorials/volcano/) - [NVIDIA NeMo Inference Microservice Deploy Job](https://docs.wandb.ai/guides/integrations/nim/) - [Spin up a single node GPU cluster with Minikube](https://docs.wandb.ai/tutorials/minikube_gpu/) ### Set up Launch - [Configure launch queue](https://docs.wandb.ai/guides/launch/setup-queue-advanced/) - [Set up launch agent](https://docs.wandb.ai/guides/launch/setup-agent-advanced/) - [Tutorial: Set up W&B Launch on Kubernetes](https://docs.wandb.ai/guides/launch/setup-launch-kubernetes/) - [Tutorial: Set up W&B Launch on SageMaker](https://docs.wandb.ai/guides/launch/setup-launch-sagemaker/) - [Tutorial: Set up W&B Launch on Vertex AI](https://docs.wandb.ai/guides/launch/setup-vertex/) - [Tutorial: Set up W&B Launch with Docker](https://docs.wandb.ai/guides/launch/setup-launch-docker/) ## launch-library - [launch api](https://docs.wandb.ai/launch-library/launch/) - [launch_add](https://docs.wandb.ai/launch-library/launch_add/) - [LaunchAgent](https://docs.wandb.ai/launch-library/launchagent/) ## Reference > Generated documentation for Weights & Biases APIs - [Command Line Interface](https://docs.wandb.ai/ref/cli/) - [JavaScript Library](https://docs.wandb.ai/ref/js/): The W&B SDK for TypeScript, Node, and modern Web Browsers - [Python Library](https://docs.wandb.ai/ref/python/) - [Query Expression Language](https://docs.wandb.ai/ref/query-panel/) - [Release Notes](https://docs.wandb.ai/ref/release-notes/) ### Command Line Interface - [wandb agent](https://docs.wandb.ai/ref/cli/wandb-agent/) - [wandb artifact](https://docs.wandb.ai/ref/cli/wandb-artifact/) - [wandb beta](https://docs.wandb.ai/ref/cli/wandb-beta/) - [wandb controller](https://docs.wandb.ai/ref/cli/wandb-controller/) - [wandb disabled](https://docs.wandb.ai/ref/cli/wandb-disabled/) - [wandb docker](https://docs.wandb.ai/ref/cli/wandb-docker/) - [wandb docker-run](https://docs.wandb.ai/ref/cli/wandb-docker-run/) - [wandb enabled](https://docs.wandb.ai/ref/cli/wandb-enabled/) - [wandb init](https://docs.wandb.ai/ref/cli/wandb-init/) - [wandb job](https://docs.wandb.ai/ref/cli/wandb-job/) - [wandb launch](https://docs.wandb.ai/ref/cli/wandb-launch/) - [wandb launch-agent](https://docs.wandb.ai/ref/cli/wandb-launch-agent/) - [wandb launch-sweep](https://docs.wandb.ai/ref/cli/wandb-launch-sweep/) - [wandb login](https://docs.wandb.ai/ref/cli/wandb-login/) - [wandb offline](https://docs.wandb.ai/ref/cli/wandb-offline/) - [wandb online](https://docs.wandb.ai/ref/cli/wandb-online/) - [wandb pull](https://docs.wandb.ai/ref/cli/wandb-pull/) - [wandb restore](https://docs.wandb.ai/ref/cli/wandb-restore/) - [wandb scheduler](https://docs.wandb.ai/ref/cli/wandb-scheduler/) - [wandb server](https://docs.wandb.ai/ref/cli/wandb-server/) - [wandb status](https://docs.wandb.ai/ref/cli/wandb-status/) - [wandb sweep](https://docs.wandb.ai/ref/cli/wandb-sweep/) - [wandb sync](https://docs.wandb.ai/ref/cli/wandb-sync/) - [wandb verify](https://docs.wandb.ai/ref/cli/wandb-verify/) #### wandb artifact - [wandb artifact cache](https://docs.wandb.ai/ref/cli/wandb-artifact/wandb-artifact-cache/) - [wandb artifact get](https://docs.wandb.ai/ref/cli/wandb-artifact/wandb-artifact-get/) - [wandb artifact ls](https://docs.wandb.ai/ref/cli/wandb-artifact/wandb-artifact-ls/) - [wandb artifact put](https://docs.wandb.ai/ref/cli/wandb-artifact/wandb-artifact-put/) ##### wandb artifact cache - [wandb artifact cache cleanup](https://docs.wandb.ai/ref/cli/wandb-artifact/wandb-artifact-cache/wandb-artifact-cache-cleanup/) #### wandb beta - [wandb beta sync](https://docs.wandb.ai/ref/cli/wandb-beta/wandb-beta-sync/) #### wandb job - [wandb job create](https://docs.wandb.ai/ref/cli/wandb-job/wandb-job-create/) - [wandb job describe](https://docs.wandb.ai/ref/cli/wandb-job/wandb-job-describe/) - [wandb job list](https://docs.wandb.ai/ref/cli/wandb-job/wandb-job-list/) #### wandb server - [wandb server start](https://docs.wandb.ai/ref/cli/wandb-server/wandb-server-start/) - [wandb server stop](https://docs.wandb.ai/ref/cli/wandb-server/wandb-server-stop/) ### Python Library - [agent](https://docs.wandb.ai/ref/python/agent/) - [Artifact](https://docs.wandb.ai/ref/python/artifact/) - [automations](https://docs.wandb.ai/ref/python/automations/) - [controller](https://docs.wandb.ai/ref/python/controller/) - [Data Types](https://docs.wandb.ai/ref/python/data-types/) - [finish](https://docs.wandb.ai/ref/python/finish/) - [Import & Export API](https://docs.wandb.ai/ref/python/public-api/) - [init](https://docs.wandb.ai/ref/python/init/) - [Integrations](https://docs.wandb.ai/ref/python/integrations/) - [log](https://docs.wandb.ai/ref/python/log/) - [login](https://docs.wandb.ai/ref/python/login/) - [Run](https://docs.wandb.ai/ref/python/run/) - [save](https://docs.wandb.ai/ref/python/save/) - [sweep](https://docs.wandb.ai/ref/python/sweep/) - [wandb_workspaces](https://docs.wandb.ai/ref/python/wandb_workspaces/) - [watch](https://docs.wandb.ai/ref/python/watch/) - [API Walkthrough](https://docs.wandb.ai/ref/python/python_api_walkthrough/) #### automations - [Automation](https://docs.wandb.ai/ref/python/automations/automation/) - [DoNothing](https://docs.wandb.ai/ref/python/automations/donothing/) - [MetricChangeFilter](https://docs.wandb.ai/ref/python/automations/metricchangefilter/) - [MetricThresholdFilter](https://docs.wandb.ai/ref/python/automations/metricthresholdfilter/) - [NewAutomation](https://docs.wandb.ai/ref/python/automations/newautomation/) - [OnAddArtifactAlias](https://docs.wandb.ai/ref/python/automations/onaddartifactalias/) - [OnCreateArtifact](https://docs.wandb.ai/ref/python/automations/oncreateartifact/) - [OnLinkArtifact](https://docs.wandb.ai/ref/python/automations/onlinkartifact/) - [OnRunMetric](https://docs.wandb.ai/ref/python/automations/onrunmetric/) - [SendNotification](https://docs.wandb.ai/ref/python/automations/sendnotification/) - [SendWebhook](https://docs.wandb.ai/ref/python/automations/sendwebhook/) #### Data Types - [Audio](https://docs.wandb.ai/ref/python/data-types/audio/) - [BoundingBoxes2D](https://docs.wandb.ai/ref/python/data-types/boundingboxes2d/) - [Graph](https://docs.wandb.ai/ref/python/data-types/graph/) - [Histogram](https://docs.wandb.ai/ref/python/data-types/histogram/) - [Html](https://docs.wandb.ai/ref/python/data-types/html/) - [Image](https://docs.wandb.ai/ref/python/data-types/image/) - [ImageMask](https://docs.wandb.ai/ref/python/data-types/imagemask/) - [Molecule](https://docs.wandb.ai/ref/python/data-types/molecule/) - [Object3D](https://docs.wandb.ai/ref/python/data-types/object3d/) - [Plotly](https://docs.wandb.ai/ref/python/data-types/plotly/) - [Table](https://docs.wandb.ai/ref/python/data-types/table/) - [Video](https://docs.wandb.ai/ref/python/data-types/video/) - [WBTraceTree](https://docs.wandb.ai/ref/python/data-types/wbtracetree/) #### Import & Export API - [Api](https://docs.wandb.ai/ref/python/public-api/api/) - [File](https://docs.wandb.ai/ref/python/public-api/file/) - [Files](https://docs.wandb.ai/ref/python/public-api/files/) - [Job](https://docs.wandb.ai/ref/python/public-api/job/) - [Project](https://docs.wandb.ai/ref/python/public-api/project/) - [Projects](https://docs.wandb.ai/ref/python/public-api/projects/) - [QueuedRun](https://docs.wandb.ai/ref/python/public-api/queuedrun/) - [Registry](https://docs.wandb.ai/ref/python/public-api/registry/) - [Run](https://docs.wandb.ai/ref/python/public-api/run/) - [RunQueue](https://docs.wandb.ai/ref/python/public-api/runqueue/) - [Runs](https://docs.wandb.ai/ref/python/public-api/runs/) - [Sweep](https://docs.wandb.ai/ref/python/public-api/sweep/) #### Integrations - [keras](https://docs.wandb.ai/ref/python/integrations/keras/) ##### keras - [WandbCallback](https://docs.wandb.ai/ref/python/integrations/keras/wandbcallback/) - [WandbEvalCallback](https://docs.wandb.ai/ref/python/integrations/keras/wandbevalcallback/) - [WandbMetricsLogger](https://docs.wandb.ai/ref/python/integrations/keras/wandbmetricslogger/) - [WandbModelCheckpoint](https://docs.wandb.ai/ref/python/integrations/keras/wandbmodelcheckpoint/) #### wandb_workspaces - [Reports](https://docs.wandb.ai/ref/python/wandb_workspaces/reports/) - [Workspaces](https://docs.wandb.ai/ref/python/wandb_workspaces/workspaces/) ### Query Expression Language - [artifact](https://docs.wandb.ai/ref/query-panel/artifact/) - [artifactType](https://docs.wandb.ai/ref/query-panel/artifact-type/) - [artifactVersion](https://docs.wandb.ai/ref/query-panel/artifact-version/) - [audio-file](https://docs.wandb.ai/ref/query-panel/audio-file/) - [bokeh-file](https://docs.wandb.ai/ref/query-panel/bokeh-file/) - [boolean](https://docs.wandb.ai/ref/query-panel/boolean/) - [entity](https://docs.wandb.ai/ref/query-panel/entity/) - [file](https://docs.wandb.ai/ref/query-panel/file/) - [float](https://docs.wandb.ai/ref/query-panel/float/) - [html-file](https://docs.wandb.ai/ref/query-panel/html-file/) - [image-file](https://docs.wandb.ai/ref/query-panel/image-file/) - [int](https://docs.wandb.ai/ref/query-panel/int/) - [joined-table](https://docs.wandb.ai/ref/query-panel/joined-table/) - [molecule-file](https://docs.wandb.ai/ref/query-panel/molecule-file/) - [number](https://docs.wandb.ai/ref/query-panel/number/) - [object3D-file](https://docs.wandb.ai/ref/query-panel/object-3-d-file/) - [partitioned-table](https://docs.wandb.ai/ref/query-panel/partitioned-table/) - [project](https://docs.wandb.ai/ref/query-panel/project/) - [pytorch-model-file](https://docs.wandb.ai/ref/query-panel/pytorch-model-file/) - [run](https://docs.wandb.ai/ref/query-panel/run/) - [string](https://docs.wandb.ai/ref/query-panel/string/) - [table](https://docs.wandb.ai/ref/query-panel/table/) - [user](https://docs.wandb.ai/ref/query-panel/user/) - [video-file](https://docs.wandb.ai/ref/query-panel/video-file/) ### Release Notes - [0.69.x](https://docs.wandb.ai/ref/release-notes/0.69.0/): May 28, 2025 - [0.68.x](https://docs.wandb.ai/ref/release-notes/0.68.0/): April 29, 2025 - [0.67.x](https://docs.wandb.ai/ref/release-notes/0.67.0/): March 28, 2025 - [0.66.x](https://docs.wandb.ai/ref/release-notes/0.66.0/): March 06, 2025 - [0.65.x](https://docs.wandb.ai/ref/release-notes/0.65.0/): January 30, 2025 - [0.63.x](https://docs.wandb.ai/ref/release-notes/0.63.0/): December 10, 2024 - [0.61.0](https://docs.wandb.ai/ref/release-notes/0.61.0/): October 17, 2024 - [0.60.0](https://docs.wandb.ai/ref/release-notes/0.60.0/): September 26, 2024 - [0.58.1](https://docs.wandb.ai/ref/release-notes/0.58.1/): September 04, 2024 - [0.57.2](https://docs.wandb.ai/ref/release-notes/0.57.2/): July 24, 2024 - [0.56.0](https://docs.wandb.ai/ref/release-notes/0.56.0/): June 29, 2024 - [Archived Releases](https://docs.wandb.ai/ref/release-notes/archived/) - [Release policies and processes](https://docs.wandb.ai/ref/release-notes/release-policies/): Release process for W&B Server #### Archived Releases - [0.54.0](https://docs.wandb.ai/ref/release-notes/archived/0.54.0/): May 24, 2024 - [0.52.2](https://docs.wandb.ai/ref/release-notes/archived/0.52.2/): April 25, 2024 - [0.51.0](https://docs.wandb.ai/ref/release-notes/archived/0.51.0/): March 20, 2024 - [0.50.2](https://docs.wandb.ai/ref/release-notes/archived/0.50.2/): February 26, 2024 - [0.49.0](https://docs.wandb.ai/ref/release-notes/archived/0.49.0/): January 18, 2024 - [0.48.0](https://docs.wandb.ai/ref/release-notes/archived/0.48.0/): December 20, 2023 - [0.47.3](https://docs.wandb.ai/ref/release-notes/archived/0.47.3/): December 08, 2023 - [0.47.2](https://docs.wandb.ai/ref/release-notes/archived/0.47.2/): December 01, 2023 - [0.46.0](https://docs.wandb.ai/ref/release-notes/archived/0.46.0/): November 15, 2023 - [0.45.0](https://docs.wandb.ai/ref/release-notes/archived/0.45.0/): October 25, 2023 - [0.44.1](https://docs.wandb.ai/ref/release-notes/archived/0.44.1/): October 12, 2023 - [0.43.0](https://docs.wandb.ai/ref/release-notes/archived/0.43.0/): October 02, 2023 - [0.42.0](https://docs.wandb.ai/ref/release-notes/archived/0.42.0/): September 14, 2023 - [0.41.0](https://docs.wandb.ai/ref/release-notes/archived/0.41.0/): August 28, 2023 - [0.40.0](https://docs.wandb.ai/ref/release-notes/archived/0.40.0/): August 18, 2023 - [0.39.0](https://docs.wandb.ai/ref/release-notes/archived/0.39.0/): July 27, 2023 - [0.38.0](https://docs.wandb.ai/ref/release-notes/archived/0.38.0/): July 13, 2023 - [0.36.0](https://docs.wandb.ai/ref/release-notes/archived/0.36.0/): June 14, 2023 - [0.35.0](https://docs.wandb.ai/ref/release-notes/archived/0.35.0/): June 07, 2023 - [0.34.0](https://docs.wandb.ai/ref/release-notes/archived/0.34.0/): May 31, 2023 - [0.33.0](https://docs.wandb.ai/ref/release-notes/archived/0.33.0/): May 10, 2023 ## Tutorials > Get started using Weights & Biases with interactive tutorials. - [Integration tutorials](https://docs.wandb.ai/tutorials/integration-tutorials/) - [Weave and Models integration demo](https://docs.wandb.ai/tutorials/weave_models_registry/) - [Track experiments](https://docs.wandb.ai/tutorials/experiments/) - [Visualize predictions with tables](https://docs.wandb.ai/tutorials/tables/) - [Tune hyperparameters with sweeps](https://docs.wandb.ai/tutorials/sweeps/) - [Track models and datasets](https://docs.wandb.ai/tutorials/artifacts/) - [Programmatic Workspaces](https://docs.wandb.ai/tutorials/workspaces/) ### Integration tutorials - [Keras](https://docs.wandb.ai/tutorials/keras/) - [Keras models](https://docs.wandb.ai/tutorials/keras_models/) - [Keras tables](https://docs.wandb.ai/tutorials/keras_tables/) - [XGBoost Sweeps](https://docs.wandb.ai/tutorials/xgboost_sweeps/) - [PyTorch](https://docs.wandb.ai/tutorials/pytorch/) - [PyTorch Lightning](https://docs.wandb.ai/tutorials/lightning/) - [Hugging Face](https://docs.wandb.ai/tutorials/huggingface/) - [TensorFlow](https://docs.wandb.ai/tutorials/tensorflow/) - [TensorFlow Sweeps](https://docs.wandb.ai/tutorials/tensorflow_sweeps/) - [3D brain tumor segmentation with MONAI](https://docs.wandb.ai/tutorials/monai_3d_segmentation/)