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MLOps Quickstart #8462

Merged
merged 10 commits into from
May 24, 2023
Merged

MLOps Quickstart #8462

merged 10 commits into from
May 24, 2023

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lobrien
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@lobrien lobrien commented May 18, 2023

Related Issues/PRs

Jira task DOC-8672

What changes are proposed in this pull request?

New MLOps-focused Quickstart

How is this patch tested?

  • Existing unit/integration tests
  • New unit/integration tests
  • Manual tests (describe details, including test results, below)

Build in Sphinx, manual review

Does this PR change the documentation?

  • No. You can skip the rest of this section.
  • Yes. Make sure the changed pages / sections render correctly in the documentation preview.

Release Notes

Is this a user-facing change?

  • No. You can skip the rest of this section.
  • Yes. Give a description of this change to be included in the release notes for MLflow users.

New quickstart focused on MLops workflow: Review and select models, choose and register a model, serve a model, build a Docker container

What component(s), interfaces, languages, and integrations does this PR affect?

Components

  • area/artifacts: Artifact stores and artifact logging
  • area/build: Build and test infrastructure for MLflow
  • area/docs: MLflow documentation pages
  • area/examples: Example code
  • area/model-registry: Model Registry service, APIs, and the fluent client calls for Model Registry
  • area/models: MLmodel format, model serialization/deserialization, flavors
  • area/recipes: Recipes, Recipe APIs, Recipe configs, Recipe Templates
  • area/projects: MLproject format, project running backends
  • area/scoring: MLflow Model server, model deployment tools, Spark UDFs
  • area/server-infra: MLflow Tracking server backend
  • area/tracking: Tracking Service, tracking client APIs, autologging

Interface

  • area/uiux: Front-end, user experience, plotting, JavaScript, JavaScript dev server
  • area/docker: Docker use across MLflow's components, such as MLflow Projects and MLflow Models
  • area/sqlalchemy: Use of SQLAlchemy in the Tracking Service or Model Registry
  • area/windows: Windows support

Language

  • language/r: R APIs and clients
  • language/java: Java APIs and clients
  • language/new: Proposals for new client languages

Integrations

  • integrations/azure: Azure and Azure ML integrations
  • integrations/sagemaker: SageMaker integrations
  • integrations/databricks: Databricks integrations

How should the PR be classified in the release notes? Choose one:

  • rn/breaking-change - The PR will be mentioned in the "Breaking Changes" section
  • rn/none - No description will be included. The PR will be mentioned only by the PR number in the "Small Bugfixes and Documentation Updates" section
  • rn/feature - A new user-facing feature worth mentioning in the release notes
  • rn/bug-fix - A user-facing bug fix worth mentioning in the release notes
  • rn/documentation - A user-facing documentation change worth mentioning in the release notes

Larry O’Brien added 3 commits May 9, 2023 08:53
Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
@github-actions github-actions bot added area/docs Documentation issues rn/documentation Mention under Documentation Changes in Changelogs. labels May 19, 2023
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mlflow-automation commented May 19, 2023

Documentation preview for 823291c will be available here when this CircleCI job completes successfully.

More info

lobrien and others added 5 commits May 22, 2023 07:42
Co-authored-by: Ben Wilson <39283302+BenWilson2@users.noreply.github.com>
Signed-off-by: Larry O'Brien <lobrien@knowing.net>
Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
@lobrien lobrien marked this pull request as ready for review May 22, 2023 23:26
Searched for bad pattern, saw it in what-is-mflow.rst too

Signed-off-by: Larry O’Brien <larry.obrien@databricks.com>
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@BenWilson2 BenWilson2 left a comment

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LGTM!

@BenWilson2 BenWilson2 merged commit 5712024 into mlflow:master May 24, 2023
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3 participants