zenml-io · htahir1 · Apr 22, 2025 · Apr 18, 2025 · Apr 18, 2025
diff --git a/docs/book/.gitbook/assets/01_local_stack.png b/docs/book/.gitbook/assets/01_local_stack.png
diff --git a/docs/book/.gitbook/assets/01_personal_settings.png b/docs/book/.gitbook/assets/01_personal_settings.png
diff --git a/docs/book/.gitbook/assets/02_multiple_stacks.png b/docs/book/.gitbook/assets/02_multiple_stacks.png
diff --git a/docs/book/.gitbook/assets/02_project_settings.png b/docs/book/.gitbook/assets/02_project_settings.png
diff --git a/docs/book/.gitbook/assets/03_invite_token.png b/docs/book/.gitbook/assets/03_invite_token.png
diff --git a/docs/book/.gitbook/assets/03_multiple_users.png b/docs/book/.gitbook/assets/03_multiple_users.png
diff --git a/docs/book/.gitbook/assets/03_register_stack_component.gif b/docs/book/.gitbook/assets/03_register_stack_component.gif
diff --git a/docs/book/.gitbook/assets/04_cloud_collaboration_overview.png b/docs/book/.gitbook/assets/04_cloud_collaboration_overview.png
diff --git a/docs/book/.gitbook/assets/04_register_stack.gif b/docs/book/.gitbook/assets/04_register_stack.gif
diff --git a/docs/book/.gitbook/assets/04_sign_up.png b/docs/book/.gitbook/assets/04_sign_up.png
diff --git a/docs/book/.gitbook/assets/Dashboard.png b/docs/book/.gitbook/assets/Dashboard.png
diff --git a/docs/book/.gitbook/assets/Login_to_dashboard.png b/docs/book/.gitbook/assets/Login_to_dashboard.png
diff --git a/docs/book/.gitbook/assets/NeptuneUI.png b/docs/book/.gitbook/assets/NeptuneUI.png
diff --git a/docs/book/.gitbook/assets/PipelineVersion.png b/docs/book/.gitbook/assets/PipelineVersion.png
diff --git a/docs/book/.gitbook/assets/RemoteServer.png b/docs/book/.gitbook/assets/RemoteServer.png
diff --git a/docs/book/.gitbook/assets/Remote_with_git_ops.png b/docs/book/.gitbook/assets/Remote_with_git_ops.png
diff --git a/docs/book/.gitbook/assets/Remote_with_secrets_manager.png b/docs/book/.gitbook/assets/Remote_with_secrets_manager.png
diff --git a/docs/book/.gitbook/assets/Scenario3.1.png b/docs/book/.gitbook/assets/Scenario3.1.png
diff --git a/docs/book/.gitbook/assets/Scenario3.png b/docs/book/.gitbook/assets/Scenario3.png
diff --git a/docs/book/.gitbook/assets/SimplePipelineDag.png b/docs/book/.gitbook/assets/SimplePipelineDag.png
diff --git a/docs/book/.gitbook/assets/SystemArchitectureClientServer.png b/docs/book/.gitbook/assets/SystemArchitectureClientServer.png
diff --git a/docs/book/.gitbook/assets/SystemArchitectureZenMLDeployment.png b/docs/book/.gitbook/assets/SystemArchitectureZenMLDeployment.png
diff --git a/docs/book/.gitbook/assets/admin_role.png b/docs/book/.gitbook/assets/admin_role.png
diff --git a/docs/book/.gitbook/assets/alerter.png b/docs/book/.gitbook/assets/alerter.png
diff --git a/docs/book/.gitbook/assets/annotator.png b/docs/book/.gitbook/assets/annotator.png
diff --git a/docs/book/.gitbook/assets/architecture_diagram.png b/docs/book/.gitbook/assets/architecture_diagram.png
diff --git a/docs/book/.gitbook/assets/artifact-store.png b/docs/book/.gitbook/assets/artifact-store.png
diff --git a/docs/book/.gitbook/assets/artifact_exchange.png b/docs/book/.gitbook/assets/artifact_exchange.png
diff --git a/docs/book/.gitbook/assets/artifact_store_deploy.png b/docs/book/.gitbook/assets/artifact_store_deploy.png
diff --git a/docs/book/.gitbook/assets/artifact_visualization_csv.png b/docs/book/.gitbook/assets/artifact_visualization_csv.png
diff --git a/docs/book/.gitbook/assets/artifact_visualization_dashboard (1).png b/docs/book/.gitbook/assets/artifact_visualization_dashboard (1).png
diff --git a/docs/book/.gitbook/assets/assign_permissions.png b/docs/book/.gitbook/assets/assign_permissions.png
diff --git a/docs/book/.gitbook/assets/business-logic-tenants.png b/docs/book/.gitbook/assets/business-logic-tenants.png
diff --git a/docs/book/.gitbook/assets/cached.png b/docs/book/.gitbook/assets/cached.png
diff --git a/docs/book/.gitbook/assets/cached_run_dashboard.png b/docs/book/.gitbook/assets/cached_run_dashboard.png
diff --git a/docs/book/.gitbook/assets/ci-cd-local.png b/docs/book/.gitbook/assets/ci-cd-local.png
diff --git a/docs/book/.gitbook/assets/ci-cd-prod.png b/docs/book/.gitbook/assets/ci-cd-prod.png
diff --git a/docs/book/.gitbook/assets/ci-cd-staging.png b/docs/book/.gitbook/assets/ci-cd-staging.png
diff --git a/docs/book/.gitbook/assets/cloud-user-invite-flow.png b/docs/book/.gitbook/assets/cloud-user-invite-flow.png
diff --git a/docs/book/.gitbook/assets/cloud_architecture_diagram.png b/docs/book/.gitbook/assets/cloud_architecture_diagram.png
diff --git a/docs/book/.gitbook/assets/cloud_architecture_self_hosted_detailed.png b/docs/book/.gitbook/assets/cloud_architecture_self_hosted_detailed.png
diff --git a/docs/book/.gitbook/assets/component-guide.png b/docs/book/.gitbook/assets/component-guide.png
diff --git a/docs/book/.gitbook/assets/container-registry.png b/docs/book/.gitbook/assets/container-registry.png
diff --git a/docs/book/.gitbook/assets/create_role_modal.png b/docs/book/.gitbook/assets/create_role_modal.png
diff --git a/docs/book/.gitbook/assets/ct_cd_zenml.gif b/docs/book/.gitbook/assets/ct_cd_zenml.gif
diff --git a/docs/book/.gitbook/assets/custom_role_settings_page.png b/docs/book/.gitbook/assets/custom_role_settings_page.png
diff --git a/docs/book/.gitbook/assets/customer_satisfaction.jpg b/docs/book/.gitbook/assets/customer_satisfaction.jpg
diff --git a/docs/book/.gitbook/assets/dag-visualizer.png b/docs/book/.gitbook/assets/dag-visualizer.png
diff --git a/docs/book/.gitbook/assets/dashboard-simple-pipeline-view.png b/docs/book/.gitbook/assets/dashboard-simple-pipeline-view.png
diff --git a/docs/book/.gitbook/assets/data-integrity-results (1).png b/docs/book/.gitbook/assets/data-integrity-results (1).png
diff --git a/docs/book/.gitbook/assets/data-integrity-results (2).png b/docs/book/.gitbook/assets/data-integrity-results (2).png
diff --git a/docs/book/.gitbook/assets/data-integrity-results (3).png b/docs/book/.gitbook/assets/data-integrity-results (3).png
diff --git a/docs/book/.gitbook/assets/data-integrity-results.png b/docs/book/.gitbook/assets/data-integrity-results.png
diff --git a/docs/book/.gitbook/assets/data-scientist.png b/docs/book/.gitbook/assets/data-scientist.png
diff --git a/docs/book/.gitbook/assets/data-validator.png b/docs/book/.gitbook/assets/data-validator.png
diff --git a/docs/book/.gitbook/assets/docs-intro.png b/docs/book/.gitbook/assets/docs-intro.png
diff --git a/docs/book/.gitbook/assets/drift-visualization.png b/docs/book/.gitbook/assets/drift-visualization.png
diff --git a/docs/book/.gitbook/assets/drift_visualization (1).png b/docs/book/.gitbook/assets/drift_visualization (1).png
diff --git a/docs/book/.gitbook/assets/dynamic_artifact_pipeline.png b/docs/book/.gitbook/assets/dynamic_artifact_pipeline.png
diff --git a/docs/book/.gitbook/assets/examples.png b/docs/book/.gitbook/assets/examples.png
diff --git a/docs/book/.gitbook/assets/expectation-suite (1).png b/docs/book/.gitbook/assets/expectation-suite (1).png
diff --git a/docs/book/.gitbook/assets/experiment-tracker.png b/docs/book/.gitbook/assets/experiment-tracker.png
diff --git a/docs/book/.gitbook/assets/extensibility.gif b/docs/book/.gitbook/assets/extensibility.gif
diff --git a/docs/book/.gitbook/assets/facets-visualization.png b/docs/book/.gitbook/assets/facets-visualization.png
diff --git a/docs/book/.gitbook/assets/failure_alerter.png b/docs/book/.gitbook/assets/failure_alerter.png
diff --git a/docs/book/.gitbook/assets/faq.png b/docs/book/.gitbook/assets/faq.png
diff --git a/docs/book/.gitbook/assets/feature-store.png b/docs/book/.gitbook/assets/feature-store.png
diff --git a/docs/book/.gitbook/assets/features.png b/docs/book/.gitbook/assets/features.png
diff --git a/docs/book/.gitbook/assets/finetune_zenml_home.png b/docs/book/.gitbook/assets/finetune_zenml_home.png
diff --git a/docs/book/.gitbook/assets/github-generate-fine-grained-token.png b/docs/book/.gitbook/assets/github-generate-fine-grained-token.png
diff --git a/docs/book/.gitbook/assets/header.png b/docs/book/.gitbook/assets/header.png
diff --git a/docs/book/.gitbook/assets/image-builder.png b/docs/book/.gitbook/assets/image-builder.png
diff --git a/docs/book/.gitbook/assets/interrogate.svg b/docs/book/.gitbook/assets/interrogate.svg
diff --git a/docs/book/.gitbook/assets/intro-zenml-overview.png b/docs/book/.gitbook/assets/intro-zenml-overview.png
diff --git a/docs/book/.gitbook/assets/intro_dashboard.png b/docs/book/.gitbook/assets/intro_dashboard.png
diff --git a/docs/book/.gitbook/assets/intro_zenml_overview.png b/docs/book/.gitbook/assets/intro_zenml_overview.png
diff --git a/docs/book/.gitbook/assets/llm_engineering_handbook_cover.jpg b/docs/book/.gitbook/assets/llm_engineering_handbook_cover.jpg
diff --git a/docs/book/.gitbook/assets/llms-txt-thumb.png b/docs/book/.gitbook/assets/llms-txt-thumb.png
diff --git a/docs/book/.gitbook/assets/localstack (1).png b/docs/book/.gitbook/assets/localstack (1).png
diff --git a/docs/book/.gitbook/assets/localstack-with-kubeflow-orchestrator.png b/docs/book/.gitbook/assets/localstack-with-kubeflow-orchestrator.png
diff --git a/docs/book/.gitbook/assets/localstack.png b/docs/book/.gitbook/assets/localstack.png
diff --git a/docs/book/.gitbook/assets/login_dashboard.png b/docs/book/.gitbook/assets/login_dashboard.png
diff --git a/docs/book/.gitbook/assets/mcp_model_register.png b/docs/book/.gitbook/assets/mcp_model_register.png
diff --git a/docs/book/.gitbook/assets/mcp_pipeline_overview.png b/docs/book/.gitbook/assets/mcp_pipeline_overview.png
diff --git a/docs/book/.gitbook/assets/meet_the_team.png b/docs/book/.gitbook/assets/meet_the_team.png
diff --git a/docs/book/.gitbook/assets/metadata_artifact_pipeline.png b/docs/book/.gitbook/assets/metadata_artifact_pipeline.png
diff --git a/docs/book/.gitbook/assets/ml-engineer.png b/docs/book/.gitbook/assets/ml-engineer.png
diff --git a/docs/book/.gitbook/assets/ml-platform.png b/docs/book/.gitbook/assets/ml-platform.png
diff --git a/docs/book/.gitbook/assets/ml_engineering_with_python.jpg b/docs/book/.gitbook/assets/ml_engineering_with_python.jpg
diff --git a/docs/book/.gitbook/assets/mlflow-ui-model-uri.png b/docs/book/.gitbook/assets/mlflow-ui-model-uri.png
diff --git a/docs/book/.gitbook/assets/model-control-plane-dashboard.png b/docs/book/.gitbook/assets/model-control-plane-dashboard.png
diff --git a/docs/book/.gitbook/assets/model-deployer.png b/docs/book/.gitbook/assets/model-deployer.png
diff --git a/docs/book/.gitbook/assets/model-registry.png b/docs/book/.gitbook/assets/model-registry.png
diff --git a/docs/book/.gitbook/assets/model_pipeline_artifact.png b/docs/book/.gitbook/assets/model_pipeline_artifact.png
diff --git a/docs/book/.gitbook/assets/neptune_charts.png b/docs/book/.gitbook/assets/neptune_charts.png
diff --git a/docs/book/.gitbook/assets/new_dashboard_rn_2.png b/docs/book/.gitbook/assets/new_dashboard_rn_2.png
diff --git a/docs/book/.gitbook/assets/new_dashboard_rn_3.png b/docs/book/.gitbook/assets/new_dashboard_rn_3.png
diff --git a/docs/book/.gitbook/assets/new_dashboard_rn_4.png b/docs/book/.gitbook/assets/new_dashboard_rn_4.png
diff --git a/docs/book/.gitbook/assets/new_tenant.png b/docs/book/.gitbook/assets/new_tenant.png
diff --git a/docs/book/.gitbook/assets/new_tenant_modal.png b/docs/book/.gitbook/assets/new_tenant_modal.png
diff --git a/docs/book/.gitbook/assets/one-click-deployment.gif b/docs/book/.gitbook/assets/one-click-deployment.gif
diff --git a/docs/book/.gitbook/assets/orchestrator.png b/docs/book/.gitbook/assets/orchestrator.png
diff --git a/docs/book/.gitbook/assets/org_members.png b/docs/book/.gitbook/assets/org_members.png
diff --git a/docs/book/.gitbook/assets/oss-header.svg b/docs/book/.gitbook/assets/oss-header.svg
diff --git a/docs/book/.gitbook/assets/overview.gif b/docs/book/.gitbook/assets/overview.gif
diff --git a/docs/book/.gitbook/assets/pexels_pixabay_433308_0665b2fb5b.webp b/docs/book/.gitbook/assets/pexels_pixabay_433308_0665b2fb5b.webp
diff --git a/docs/book/.gitbook/assets/pexels_shvets_production_7516363_8bec88f86d.webp b/docs/book/.gitbook/assets/pexels_shvets_production_7516363_8bec88f86d.webp
diff --git a/docs/book/.gitbook/assets/pipeline_architecture_a8a212e2f8.webp b/docs/book/.gitbook/assets/pipeline_architecture_a8a212e2f8.webp
diff --git a/docs/book/.gitbook/assets/pipeline_visualization.png b/docs/book/.gitbook/assets/pipeline_visualization.png
diff --git a/docs/book/.gitbook/assets/pipelines_dashboard.png b/docs/book/.gitbook/assets/pipelines_dashboard.png
diff --git a/docs/book/.gitbook/assets/pipelineversions.png b/docs/book/.gitbook/assets/pipelineversions.png
diff --git a/docs/book/.gitbook/assets/plugins_cli.png b/docs/book/.gitbook/assets/plugins_cli.png
diff --git a/docs/book/.gitbook/assets/quickstart.png b/docs/book/.gitbook/assets/quickstart.png
diff --git a/docs/book/.gitbook/assets/rag-and-zenml.png b/docs/book/.gitbook/assets/rag-and-zenml.png
diff --git a/docs/book/.gitbook/assets/rag_zenml_home.png b/docs/book/.gitbook/assets/rag_zenml_home.png
diff --git a/docs/book/.gitbook/assets/rbac_admin_permissions.png b/docs/book/.gitbook/assets/rbac_admin_permissions.png
diff --git a/docs/book/.gitbook/assets/readme_basic_pipeline.gif b/docs/book/.gitbook/assets/readme_basic_pipeline.gif
diff --git a/docs/book/.gitbook/assets/readme_compute.gif b/docs/book/.gitbook/assets/readme_compute.gif
diff --git a/docs/book/.gitbook/assets/readme_integrations.gif b/docs/book/.gitbook/assets/readme_integrations.gif
diff --git a/docs/book/.gitbook/assets/readme_mcp.gif b/docs/book/.gitbook/assets/readme_mcp.gif
diff --git a/docs/book/.gitbook/assets/readme_simple_pipeline.gif b/docs/book/.gitbook/assets/readme_simple_pipeline.gif
diff --git a/docs/book/.gitbook/assets/readme_youtube_thumbnail.png b/docs/book/.gitbook/assets/readme_youtube_thumbnail.png
diff --git a/docs/book/.gitbook/assets/registering-a-stack-dashboard.png b/docs/book/.gitbook/assets/registering-a-stack-dashboard.png
diff --git a/docs/book/.gitbook/assets/rest_api_step_1.png b/docs/book/.gitbook/assets/rest_api_step_1.png
diff --git a/docs/book/.gitbook/assets/rest_api_step_2.png b/docs/book/.gitbook/assets/rest_api_step_2.png
diff --git a/docs/book/.gitbook/assets/role_page.png b/docs/book/.gitbook/assets/role_page.png
diff --git a/docs/book/.gitbook/assets/rosetta_terminal_1.png b/docs/book/.gitbook/assets/rosetta_terminal_1.png
diff --git a/docs/book/.gitbook/assets/rosetta_terminal_2.png b/docs/book/.gitbook/assets/rosetta_terminal_2.png
diff --git a/docs/book/.gitbook/assets/rosetta_terminal_3.png b/docs/book/.gitbook/assets/rosetta_terminal_3.png
diff --git a/docs/book/.gitbook/assets/rosetta_terminal_4.png b/docs/book/.gitbook/assets/rosetta_terminal_4.png
diff --git a/docs/book/.gitbook/assets/rosetta_terminal_5.png b/docs/book/.gitbook/assets/rosetta_terminal_5.png
diff --git a/docs/book/.gitbook/assets/rosetta_terminal_6.png b/docs/book/.gitbook/assets/rosetta_terminal_6.png
diff --git a/docs/book/.gitbook/assets/run_visualization.png b/docs/book/.gitbook/assets/run_visualization.png
diff --git a/docs/book/.gitbook/assets/secret-scoping.png b/docs/book/.gitbook/assets/secret-scoping.png
diff --git a/docs/book/.gitbook/assets/seldon-model-deployer.gif b/docs/book/.gitbook/assets/seldon-model-deployer.gif
diff --git a/docs/book/.gitbook/assets/served-models-cli.png b/docs/book/.gitbook/assets/served-models-cli.png
diff --git a/docs/book/.gitbook/assets/share_dialog.png b/docs/book/.gitbook/assets/share_dialog.png
diff --git a/docs/book/.gitbook/assets/stack-list.png b/docs/book/.gitbook/assets/stack-list.png
diff --git a/docs/book/.gitbook/assets/stack-wizard-aws-auth.png b/docs/book/.gitbook/assets/stack-wizard-aws-auth.png
diff --git a/docs/book/.gitbook/assets/stack.gif b/docs/book/.gitbook/assets/stack.gif
diff --git a/docs/book/.gitbook/assets/stack_in_dashboard.png b/docs/book/.gitbook/assets/stack_in_dashboard.png
diff --git a/docs/book/.gitbook/assets/starter-guide.png b/docs/book/.gitbook/assets/starter-guide.png
diff --git a/docs/book/.gitbook/assets/statistics-boston-housing.png b/docs/book/.gitbook/assets/statistics-boston-housing.png
diff --git a/docs/book/.gitbook/assets/statuspage.png b/docs/book/.gitbook/assets/statuspage.png
diff --git a/docs/book/.gitbook/assets/step-operator.png b/docs/book/.gitbook/assets/step-operator.png
diff --git a/docs/book/.gitbook/assets/summarize.jpeg b/docs/book/.gitbook/assets/summarize.jpeg
diff --git a/docs/book/.gitbook/assets/tenant_roles_page.png b/docs/book/.gitbook/assets/tenant_roles_page.png
diff --git a/docs/book/.gitbook/assets/validation-result (1).png b/docs/book/.gitbook/assets/validation-result (1).png
diff --git a/docs/book/.gitbook/assets/vpc_zenml.png b/docs/book/.gitbook/assets/vpc_zenml.png
diff --git a/docs/book/.gitbook/assets/youtldr_summarizer_fef5163dc0.webp b/docs/book/.gitbook/assets/youtldr_summarizer_fef5163dc0.webp
diff --git a/docs/book/.gitbook/assets/zenml-artifact-store-underthehood-1.png b/docs/book/.gitbook/assets/zenml-artifact-store-underthehood-1.png
diff --git a/docs/book/.gitbook/assets/zenml-artifact-store-underthehood-2.png b/docs/book/.gitbook/assets/zenml-artifact-store-underthehood-2.png
diff --git a/docs/book/.gitbook/assets/zenml-artifact-store-underthehood-3.png b/docs/book/.gitbook/assets/zenml-artifact-store-underthehood-3.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-architecture.png b/docs/book/.gitbook/assets/zenml-cloud-architecture.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-form.png b/docs/book/.gitbook/assets/zenml-cloud-form.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-overview.png b/docs/book/.gitbook/assets/zenml-cloud-overview.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-signup-page.png b/docs/book/.gitbook/assets/zenml-cloud-signup-page.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-tenant-creation.png b/docs/book/.gitbook/assets/zenml-cloud-tenant-creation.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-tenant-details.png b/docs/book/.gitbook/assets/zenml-cloud-tenant-details.png
diff --git a/docs/book/.gitbook/assets/zenml-cloud-tenant-overview.png b/docs/book/.gitbook/assets/zenml-cloud-tenant-overview.png
diff --git a/docs/book/.gitbook/assets/zenml-dag-artifact-inspection.png b/docs/book/.gitbook/assets/zenml-dag-artifact-inspection.png
diff --git a/docs/book/.gitbook/assets/zenml-hero.png b/docs/book/.gitbook/assets/zenml-hero.png
diff --git a/docs/book/.gitbook/assets/zenml-up (1).gif b/docs/book/.gitbook/assets/zenml-up (1).gif
diff --git a/docs/book/.gitbook/assets/zenml-up.gif b/docs/book/.gitbook/assets/zenml-up.gif
diff --git a/docs/book/.gitbook/assets/zenml-why.png b/docs/book/.gitbook/assets/zenml-why.png
diff --git a/docs/book/.gitbook/assets/zenml_artifact_store_underthehood_1.png b/docs/book/.gitbook/assets/zenml_artifact_store_underthehood_1.png
diff --git a/docs/book/.gitbook/assets/zenml_artifact_store_underthehood_2.png b/docs/book/.gitbook/assets/zenml_artifact_store_underthehood_2.png
diff --git a/docs/book/.gitbook/assets/zenml_artifact_store_underthehood_3.png b/docs/book/.gitbook/assets/zenml_artifact_store_underthehood_3.png
diff --git a/docs/book/.gitbook/assets/zenml_deploy.png b/docs/book/.gitbook/assets/zenml_deploy.png
diff --git a/docs/book/.gitbook/assets/zenml_logo.png b/docs/book/.gitbook/assets/zenml_logo.png
diff --git a/docs/book/.gitbook/assets/zenml_stack-component_deploy.png b/docs/book/.gitbook/assets/zenml_stack-component_deploy.png
diff --git a/docs/book/.gitbook/assets/zenml_stack_recipe_deploy.png b/docs/book/.gitbook/assets/zenml_stack_recipe_deploy.png
diff --git a/docs/book/getting-started/zenml-pro/.gitbook/assets/Organization - Home.png b/docs/book/getting-started/zenml-pro/.gitbook/assets/Organization - Home.png
diff --git a/docs/book/getting-started/zenml-pro/.gitbook/assets/Workspace - Home.png b/docs/book/getting-started/zenml-pro/.gitbook/assets/Workspace - Home.png
diff --git a/docs/book/getting-started/zenml-pro/.gitbook/assets/image.png b/docs/book/getting-started/zenml-pro/.gitbook/assets/image.png
diff --git a/docs/book/getting-started/zenml-pro/.gitbook/assets/pro-cover.png b/docs/book/getting-started/zenml-pro/.gitbook/assets/pro-cover.png
diff --git a/docs/book/user-guide/.gitbook/assets/project-01.jpg b/docs/book/user-guide/.gitbook/assets/project-01.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-02.jpg b/docs/book/user-guide/.gitbook/assets/project-02.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-03.jpg b/docs/book/user-guide/.gitbook/assets/project-03.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-04.jpg b/docs/book/user-guide/.gitbook/assets/project-04.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-05.jpg b/docs/book/user-guide/.gitbook/assets/project-05.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-06.jpg b/docs/book/user-guide/.gitbook/assets/project-06.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-07.jpg b/docs/book/user-guide/.gitbook/assets/project-07.jpg
diff --git a/docs/book/user-guide/.gitbook/assets/project-08.jpg b/docs/book/user-guide/.gitbook/assets/project-08.jpg
diff --git a/...ser-guide/llmops-guide/finetuning-embeddings/evaluating-finetuned-embeddings.md b/...ser-guide/llmops-guide/finetuning-embeddings/evaluating-finetuned-embeddings.md
@@ -58,8 +58,7 @@ We log the results for our core Matryoshka dimensions as model metadata to ZenML
 
 It's possible to visualize results in a few different ways in ZenML, but one easy option is just to output your chart as an `PIL.Image` object. (See our[documentation on more ways to visualize your results](https://docs.zenml.io/how-to/data-artifact-management/visualize-artifacts).) The rest the implementation of our `visualize_results` step is just simple `matplotlib` code to plot out the base model evaluation against the finetuned model evaluation. We represent the results as percentage values and horizontally stack the two sets to make comparison a little easier.
 
-![Visualizing finetuned embeddings evaluation
-results](../../../.gitbook/assets/finetuning-embeddings-visualization.png)
+![Visualizing finetuned embeddings evaluation results](../../../.gitbook/assets/finetuning-embeddings-visualization.png)
 
 We can see that our finetuned embeddings have improved the recall of our retrieval system across all of the dimensions, but the results are still not amazing. In a production setting, we would likely want to focus on improving the data being used for the embeddings training. In particular, we could consider stripping out some of the logs output from the documentation, and perhaps omit some pages which offer low signal for the retrieval task. This embeddings finetuning was run purely on the full set of synthetic data generated by`distilabel` and `gpt-4o`, so we wouldn't necessarily expect to see huge improvements out of the box, especially when the underlying data chunks are complex and contain multiple topics.
 

diff --git a/...guide/finetuning-embeddings/finetuning-embeddings-with-sentence-transformers.md b/...guide/finetuning-embeddings/finetuning-embeddings-with-sentence-transformers.md
@@ -15,8 +15,7 @@ Our pipeline for finetuning the embeddings is relatively simple. We'll do the fo
 * evaluate the base and finetuned embeddings
 * visualize the results of the evaluation
 
-![Embeddings finetuning pipeline with Sentence Transformers and
-ZenML](../../../.gitbook/assets/rag-finetuning-embeddings-pipeline.png)
+![Embeddings finetuning pipeline with Sentence Transformers and ZenML](../../../.gitbook/assets/rag-finetuning-embeddings-pipeline.png)
 
 ### Loading data
 

diff --git a/scripts/find_orphaned_assets.py b/scripts/find_orphaned_assets.py
@@ -177,8 +177,8 @@ def extract_asset_references(md_file):
 
 def get_human_readable_size(size_bytes):
     """Convert bytes to a human-readable format (KB, MB, GB)."""
-    for unit in ['B', 'KB', 'MB', 'GB']:
-        if size_bytes < 1024.0 or unit == 'GB':
+    for unit in ["B", "KB", "MB", "GB"]:
+        if size_bytes < 1024.0 or unit == "GB":
             break
         size_bytes /= 1024.0
     return f"{size_bytes:.2f} {unit}"
@@ -232,8 +232,10 @@ def print_default_format(orphaned_assets, total_assets):
     """Print in the default format optimized for deletion."""
     total_size = calculate_total_size(orphaned_assets)
     human_readable_size = get_human_readable_size(total_size)
-
-    print(f"Found {len(orphaned_assets)} orphaned assets out of {total_assets} total assets:")
+
+    print(
+        f"Found {len(orphaned_assets)} orphaned assets out of {total_assets} total assets:"
+    )
     print(f"Total space that would be saved: {human_readable_size}")
     print("\n# Orphaned Assets")
     print("# Format: Files separated by spaces")
@@ -295,7 +297,7 @@ def print_readable_format(orphaned_assets, total_assets):
     # Group orphaned assets by their .gitbook/assets directory
     by_assets_dir = defaultdict(list)
     sizes_by_dir = defaultdict(int)
-    
+
     for asset in orphaned_assets:
         # Find the .gitbook/assets part of the path
         path_parts = asset.split(os.path.sep)
@@ -324,36 +326,38 @@ def print_readable_format(orphaned_assets, total_assets):
             else assets_dir
         )
         dir_size = get_human_readable_size(sizes_by_dir[assets_dir])
-        print(f"📁  {rel_dir}/.gitbook/assets/ ({len(files)} files, {dir_size})")
+        print(
+            f"📁  {rel_dir}/.gitbook/assets/ ({len(files)} files, {dir_size})"
+        )
         print("─" * term_width)
 
         # Group by extension within each directory
         by_ext = defaultdict(list)
         sizes_by_ext = defaultdict(int)
-        
+
         for asset in files:
             ext = os.path.splitext(asset)[1].lower()
             by_ext[ext].append(asset)
             sizes_by_ext[ext] += os.path.getsize(asset)
-            
+
         for ext, ext_files in sorted(by_ext.items()):
             ext_size = get_human_readable_size(sizes_by_ext[ext])
             print(f"  {ext} files ({len(ext_files)}, {ext_size})")
-            
+
             for i, file in enumerate(sorted(ext_files), 1):
                 filename = os.path.basename(file)
                 abs_file_path = os.path.abspath(file)
                 file_size = os.path.getsize(file) / 1024  # Size in KB
-                
+
                 # Create a clickable link
                 clickable_link = f"file://{abs_file_path}"
-                
+
                 # Print file with its clickable link and size
                 print(f"    {i:2d}. {filename} ({file_size:.1f} KB)")
                 print(f"        👉 {clickable_link}")
-                
+
             print()  # Extra line between extensions
-        
+
         print()  # Extra line between directories
 
 
@@ -416,16 +420,20 @@ def main():
         total_files = len(orphaned_assets)
         total_size = calculate_total_size(orphaned_assets)
         human_readable_size = get_human_readable_size(total_size)
-        
+
         confirm = input(
             f"⚠️  WARNING: This will delete {total_files} image assets ({human_readable_size}). Type 'YES' to confirm: "
         )
 
         if confirm.strip() == "YES":
-            deleted_count, failed_count, deleted_size = delete_files(orphaned_assets)
+            deleted_count, failed_count, deleted_size = delete_files(
+                orphaned_assets
+            )
             deleted_size_str = get_human_readable_size(deleted_size)
 
-            print(f"\n✅ Deleted {deleted_count} assets successfully, freeing up {deleted_size_str}.")
+            print(
+                f"\n✅ Deleted {deleted_count} assets successfully, freeing up {deleted_size_str}."
+            )
             if failed_count > 0:
                 print(f"❌ Failed to delete {failed_count} assets.")
         else: