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Title: GitHub - MekongDelta-mind/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package.

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Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - MekongDelta-mind/mlops-python-package

Open Graph Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - MekongDelta-mind/mlops-python-package

X Description: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. - MekongDelta-mind/mlops-python-package

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Monitoring : Mlflow Evaluatehttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#monitoring--mlflow-evaluate
Alerting: Plyerhttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#alerting-plyer
Lineage: Mlflow Datasethttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#lineage-mlflow-dataset
Explainability: SHAPhttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#explainability-shap
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Dataframe Typinghttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#dataframe-typing
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Testing Trickshttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#testing-tricks
Parallel Testinghttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#parallel-testing
Test Fixtureshttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#test-fixtures
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Code Workspacehttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#code-workspace
GitHub Copilothttps://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#github-copilot
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https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#install
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#prerequisites
Python>=3.12https://www.python.org/downloads/
the latest features and performance improvementshttps://docs.python.org/3/whatsnew/3.12.html
Poetry>=1.8.2https://python-poetry.org/
virtual environmenthttps://docs.python.org/3/library/venv.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#installation
Clone this GitHub repositoryhttps://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository
Run the project installation with poetryhttps://python-poetry.org/docs/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#next-steps
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#usage
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#configuration
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#execution
Pydantic Discriminated Unionshttps://docs.pydantic.dev/latest/concepts/unions/#discriminated-unions
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#automation
command-linehttps://www.pyinvoke.org/
VS Code extensionhttps://marketplace.visualstudio.com/items?itemName=dchanco.vsc-invoke
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#workflows
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#tools
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Commitizenhttps://commitizen-tools.github.io/commitizen/
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SemVerhttps://semver.org/
PEP 440https://peps.python.org/pep-0440/
Pre-Commithttps://pre-commit.com/
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Git Hookshttps://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks
PyInvokehttps://www.pyinvoke.org/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#tasks-pyinvoke
Makehttps://www.gnu.org/software/make/manual/make.html
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GitHub Actionshttps://github.com/features/actions
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GitLabhttps://about.gitlab.com/
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Argparsehttps://docs.python.org/3/library/argparse.html
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Firehttps://github.com/google/python-fire
Clickhttps://click.palletsprojects.com/en/latest/
Loguruhttps://loguru.readthedocs.io/en/stable/
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Logginghttps://docs.python.org/3/library/logging.html
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Coveragehttps://coverage.readthedocs.io/en/latest/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#coverage-coverage
VS Codehttps://code.visualstudio.com/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#editor-vs-code
PyCharmhttps://www.jetbrains.com/pycharm/
Vimhttps://www.vim.org/
Spacemacshttps://www.spacemacs.org/
Ruffhttps://docs.astral.sh/ruff/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#formatting-ruff
YAPFhttps://github.com/google/yapf
Isorthttps://pycqa.github.io/isort/
Blackhttps://black.readthedocs.io/en/stable/
Ruffhttps://docs.astral.sh/ruff/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#quality-ruff
Great integration with VS Codehttps://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff
PyLinthttps://www.pylint.org/
Flake8https://flake8.pycqa.org/en/latest/
Bandithttps://bandit.readthedocs.io/en/latest/
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Pytesthttps://docs.pytest.org/en/latest/
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Unittesthttps://docs.python.org/fr/3/library/unittest.html
Mypyhttps://mypy-lang.org/
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PyRighthttps://github.com/microsoft/pyright
PyTypehttps://google.github.io/pytype/
Pyrehttps://pyre-check.org/
Githttps://git-scm.com/
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https://xkcd.com/1597/https://xkcd.com/1597/
Mercurialhttps://www.mercurial-scm.org/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#configs
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TOMLhttps://toml.io/en/
OmegaConfhttps://omegaconf.readthedocs.io/en/2.3_branch/
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cloudpathlibhttps://cloudpathlib.drivendata.org/stable/
Hydrahttps://hydra.cc/docs/intro/
DynaConfhttps://www.dynaconf.com/
Cloudpathlibhttps://cloudpathlib.drivendata.org/stable/
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Dataclasshttps://docs.python.org/3/library/dataclasses.html
Attrshttps://www.attrs.org/en/stable/
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Pandashttps://pandas.pydata.org/
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Polarshttps://www.pola.rs/
Pysparkhttps://spark.apache.org/docs/latest/api/python/
Parquethttps://parquet.apache.org/
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CSVhttps://en.wikipedia.org/wiki/Comma-separated_values
Avrohttps://avro.apache.org/
Panderahttps://pandera.readthedocs.io/en/stable/
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Great Expectationshttps://greatexpectations.io/
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pdochttps://pdoc.dev/
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Sphinxhttps://www.sphinx-doc.org/en/master/
Mkdocshttps://www.mkdocs.org/
Googlehttps://google.github.io/styleguide/pyguide.html
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ReadTheDocshttps://about.readthedocs.com/?ref=readthedocs.com
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Scikit-Learn Metricshttps://scikit-learn.org/stable/modules/model_evaluation.html
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Mlflow Modelhttps://mlflow.org/docs/latest/models.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#format-mlflow-model
Picklehttps://docs.python.org/3/library/pickle.html
ONNXhttps://onnx.ai/
no guaranteed compatibility for the resthttps://onnxruntime.ai/docs/reference/compatibility.html
Mlflow Registryhttps://mlflow.org/docs/latest/model-registry.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#registry-mlflow-registry
Neptune.aihttps://neptune.ai/
Weights and Biaseshttps://wandb.ai/site
Mlflow Trackinghttps://mlflow.org/docs/latest/tracking.html
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Weights and Biaseshttps://wandb.ai/site
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Commitizenhttps://commitizen-tools.github.io/commitizen/changelog/
Keep a Changeloghttps://keepachangelog.com/
Wheelhttps://peps.python.org/pep-0427/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#format-wheel
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Dockerhttps://www.docker.com/resources/what-container/
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Pyenvhttps://github.com/pyenv/pyenv
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https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#reproducibility-mlflow-project
DVChttps://dvc.org/
Metaflowhttps://metaflow.org/
Apache Airflowhttps://airflow.apache.org/
Mlflow Evaluatehttps://mlflow.org/docs/latest/model-evaluation/index.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#monitoring--mlflow-evaluate
Giskardhttps://www.giskard.ai/
Evidentlyhttps://www.evidentlyai.com/
Arize AIhttps://arize.com/
Graphanahttps://grafana.com/
Plyerhttps://github.com/kivy/plyer
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Datadoghttps://www.datadoghq.com/
Mlflow Datasethttps://mlflow.org/docs/latest/tracking/data-api.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#lineage-mlflow-dataset
Databricks Lineagehttps://docs.databricks.com/en/admin/system-tables/lineage.html
OpenLineage and Marquezhttps://marquezproject.github.io/
SHAPhttps://shap.readthedocs.io/en/latest/
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LIMEhttps://github.com/marcotcr/lime
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https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#infrastructure-mlflow-system-metrics
Datadoghttps://www.datadoghq.com/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#tips
AI/ML Practiceshttps://machinelearningmastery.com/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#aiml-practices
Data Cataloghttps://docs.kedro.org/en/stable/data/data_catalog.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#data-catalog
Hyperparameter Optimizationhttps://en.wikipedia.org/wiki/Hyperparameter_optimization
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#hyperparameter-optimization
Bayesianhttps://en.wikipedia.org/wiki/Bayesian_optimization
Optunahttps://optuna.org/
Data Splitshttps://machinelearningmastery.com/difference-test-validation-datasets/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#data-splits
Design Patternshttps://en.wikipedia.org/wiki/Software_design_pattern
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#design-patterns
Directed-Acyclic Graphhttps://en.wikipedia.org/wiki/Directed_acyclic_graph
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#directed-acyclic-graph
PyInvokehttps://www.pyinvoke.org/
Airflowhttps://airflow.apache.org/
Dagsterhttps://dagster.io/
Prefecthttps://www.prefect.io/
Metaflowhttps://metaflow.org/
ZenMLhttps://zenml.io/
Program Servicehttps://en.wikipedia.org/wiki/Systemd
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#program-service
Singletonhttps://en.wikipedia.org/wiki/Singleton_pattern
Global Variablehttps://en.wikipedia.org/wiki/Global_variable
Componenthttps://github.com/stuartsierra/component
Clojure mounthttps://github.com/tolitius/mount
Soft Codinghttps://en.wikipedia.org/wiki/Softcoding
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#soft-coding
SOLID Principleshttps://en.wikipedia.org/wiki/SOLID
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#solid-principles
Pydantic Tagged Unionshttps://docs.pydantic.dev/dev-v2/usage/types/unions/#discriminated-unions-aka-tagged-unions
IO Separationhttps://en.wikibooks.org/wiki/Haskell/Understanding_monads/IO
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#io-separation
Python Powershttps://realpython.com/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#python-powers
Context Managerhttps://docs.python.org/3/library/contextlib.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#context-manager
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Python Packagehttps://packaging.python.org/en/latest/tutorials/packaging-projects/
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Code Typinghttps://docs.python.org/3/library/typing.html
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typing modulehttps://docs.python.org/3/library/typing.html
mypyhttps://mypy-lang.org/
Config Typinghttps://docs.pydantic.dev/latest/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#config-typing
Dataframe Typinghttps://pandera.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#dataframe-typing
Object Orientedhttps://en.wikipedia.org/wiki/Object-oriented_programming
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#object-oriented
polymorphismhttps://en.wikipedia.org/wiki/Polymorphism_(computer_science)
abc modulehttps://docs.python.org/3/library/abc.html
Semantic Versioninghttps://semver.org/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#semantic-versioning
Testing Trickshttps://en.wikipedia.org/wiki/Software_testing
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#testing-tricks
Parallel Testinghttps://pytest-xdist.readthedocs.io/en/stable/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#parallel-testing
pytest-xdist pluginhttps://pytest-xdist.readthedocs.io/en/stable/
Test Fixtureshttps://docs.pytest.org/en/latest/explanation/fixtures.html
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#test-fixtures
fixtureshttps://docs.pytest.org/en/latest/explanation/fixtures.html
VS Codehttps://code.visualstudio.com/
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#vs-code
Code Workspacehttps://code.visualstudio.com/docs/editor/workspaces
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#code-workspace
Code Workspacehttps://code.visualstudio.com/docs/editor/workspaces
GitHub Copilothttps://github.com/features/copilot
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#github-copilot
GitHub Copilothttps://github.com/features/copilot
VSCode VIMhttps://marketplace.visualstudio.com/items?itemName=vscodevim.vim
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#vscode-vim
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#resources
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#python
https://github.com/krzjoa/awesome-python-data-science#readmehttps://github.com/krzjoa/awesome-python-data-science#readme
https://github.com/ml-tooling/best-of-ml-pythonhttps://github.com/ml-tooling/best-of-ml-python
https://github.com/ml-tooling/best-of-pythonhttps://github.com/ml-tooling/best-of-python
https://github.com/ml-tooling/best-of-python-devhttps://github.com/ml-tooling/best-of-python-dev
https://github.com/vinta/awesome-pythonhttps://github.com/vinta/awesome-python
https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#aimlmlops
https://github.com/josephmisiti/awesome-machine-learninghttps://github.com/josephmisiti/awesome-machine-learning
https://github.com/visenger/awesome-mlopshttps://github.com/visenger/awesome-mlops
fmind.github.io/mlops-python-package/https://fmind.github.io/mlops-python-package/
Readme https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/MekongDelta-mind/mlops-python-package#MIT-1-ov-file
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