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Title: GitHub - rsram27/mlops-python-package: Kickstart your MLOps initiative with a flexible, robust, and productive Python package. · GitHub

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LLMOps Coding Package (Example)	https://github.com/callmesora/llmops-python-package/
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Versioning: Git	https://github.com/rsram27/mlops-python-package#versioning-git
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Test Fixtures	https://github.com/rsram27/mlops-python-package#test-fixtures
VS Code	https://github.com/rsram27/mlops-python-package#vs-code
Code Workspace	https://github.com/rsram27/mlops-python-package#code-workspace
GitHub Copilot	https://github.com/rsram27/mlops-python-package#github-copilot
VSCode VIM	https://github.com/rsram27/mlops-python-package#vscode-vim
Resources	https://github.com/rsram27/mlops-python-package#resources
Python	https://github.com/rsram27/mlops-python-package#python
AI/ML/MLOps	https://github.com/rsram27/mlops-python-package#aimlmlops
	https://github.com/rsram27/mlops-python-package#install
	https://github.com/rsram27/mlops-python-package#prerequisites
Python>=3.13	https://www.python.org/downloads/
the latest features and performance improvements	https://docs.python.org/3/whatsnew/3.13.html
uv>=0.5.5	https://docs.astral.sh/uv/
virtual environment	https://docs.python.org/3/library/venv.html
	https://github.com/rsram27/mlops-python-package#installation
Clone this GitHub repository	https://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository
Run the project installation with uv	https://docs.astral.sh/uv/
	https://github.com/rsram27/mlops-python-package#next-steps
	https://github.com/rsram27/mlops-python-package#usage
	https://github.com/rsram27/mlops-python-package#configuration
	https://github.com/rsram27/mlops-python-package#execution
Pydantic Discriminated Unions	https://docs.pydantic.dev/latest/concepts/unions/#discriminated-unions
	https://github.com/rsram27/mlops-python-package#automation
command-line	https://just.systems/man/en/introduction.html
VS Code extension	https://marketplace.visualstudio.com/items?itemName=nefrob.vscode-just-syntax
	https://github.com/rsram27/mlops-python-package#workflows
	https://github.com/rsram27/mlops-python-package#tools
	https://github.com/rsram27/mlops-python-package#automation-1
Gemini Code Assist	https://developers.google.com/gemini-code-assist/docs/review-github-code
	https://github.com/rsram27/mlops-python-package#ai-assistant-gemini-code-assist
Commitizen	https://commitizen-tools.github.io/commitizen/
	https://github.com/rsram27/mlops-python-package#commits-commitizen
SemVer	https://semver.org/
PEP 440	https://peps.python.org/pep-0440/
Dependabot	https://docs.github.com/en/code-security/getting-started/dependabot-quickstart-guide
	https://github.com/rsram27/mlops-python-package#dependabot-dependabot
Pre-Commit	https://pre-commit.com/
	https://github.com/rsram27/mlops-python-package#git-hooks-pre-commit
Git Hooks	https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks
Just	https://just.systems/man/en/introduction.html
	https://github.com/rsram27/mlops-python-package#tasks-just
Make	https://www.gnu.org/software/make/manual/make.html
PyInvoke	https://www.pyinvoke.org/
	https://github.com/rsram27/mlops-python-package#cicd
GitHub Actions	https://github.com/features/actions
	https://github.com/rsram27/mlops-python-package#runner-github-actions
GitLab	https://about.gitlab.com/
	https://github.com/rsram27/mlops-python-package#cli
Argparse	https://docs.python.org/3/library/argparse.html
	https://github.com/rsram27/mlops-python-package#parser-argparse
Typer	https://typer.tiangolo.com/
Fire	https://github.com/google/python-fire
Click	https://click.palletsprojects.com/en/latest/
Loguru	https://loguru.readthedocs.io/en/stable/
	https://github.com/rsram27/mlops-python-package#logging-loguru
Logging	https://docs.python.org/3/library/logging.html
	https://github.com/rsram27/mlops-python-package#code
Coverage	https://coverage.readthedocs.io/en/latest/
	https://github.com/rsram27/mlops-python-package#coverage-coverage
Pytest Cov	https://pytest-cov.readthedocs.io/en/latest/
VS Code	https://code.visualstudio.com/
	https://github.com/rsram27/mlops-python-package#editor-vs-code
PyCharm	https://www.jetbrains.com/pycharm/
Vim	https://www.vim.org/
Spacemacs	https://www.spacemacs.org/
Ruff	https://docs.astral.sh/ruff/
	https://github.com/rsram27/mlops-python-package#formatting-ruff
YAPF	https://github.com/google/yapf
Isort	https://pycqa.github.io/isort/
Black	https://black.readthedocs.io/en/stable/
Ruff	https://docs.astral.sh/ruff/
	https://github.com/rsram27/mlops-python-package#quality-ruff
Great integration with VS Code	https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff
PyLint	https://www.pylint.org/
Flake8	https://flake8.pycqa.org/en/latest/
Bandit	https://bandit.readthedocs.io/en/latest/
	https://github.com/rsram27/mlops-python-package#security-bandit
Pytest	https://docs.pytest.org/en/latest/
	https://github.com/rsram27/mlops-python-package#testing-pytest
Unittest	https://docs.python.org/fr/3/library/unittest.html
Mypy	https://mypy-lang.org/
	https://github.com/rsram27/mlops-python-package#typing-mypy
PyRight	https://github.com/microsoft/pyright
PyType	https://google.github.io/pytype/
Pyre	https://pyre-check.org/
Git	https://git-scm.com/
	https://github.com/rsram27/mlops-python-package#versioning-git
https://xkcd.com/1597/	https://xkcd.com/1597/
Mercurial	https://www.mercurial-scm.org/
	https://github.com/rsram27/mlops-python-package#configs
YAML	https://yaml.org/
	https://github.com/rsram27/mlops-python-package#format-yaml
JSON	https://www.json.org/json-en.html
TOML	https://toml.io/en/
OmegaConf	https://omegaconf.readthedocs.io/en/2.3_branch/
	https://github.com/rsram27/mlops-python-package#parser-omegaconf
cloudpathlib	https://cloudpathlib.drivendata.org/stable/
Hydra	https://hydra.cc/docs/intro/
DynaConf	https://www.dynaconf.com/
Cloudpathlib	https://cloudpathlib.drivendata.org/stable/
	https://github.com/rsram27/mlops-python-package#reader-cloudpathlib
Pydantic	https://docs.pydantic.dev/latest/
	https://github.com/rsram27/mlops-python-package#validator-pydantic
Dataclass	https://docs.python.org/3/library/dataclasses.html
Attrs	https://www.attrs.org/en/stable/
	https://github.com/rsram27/mlops-python-package#data
Pandas	https://pandas.pydata.org/
	https://github.com/rsram27/mlops-python-package#container-pandas
gotchas	https://www.tutorialspoint.com/python_pandas/python_pandas_caveats_and_gotchas.htm
Polars	https://www.pola.rs/
Pyspark	https://spark.apache.org/docs/latest/api/python/
Parquet	https://parquet.apache.org/
	https://github.com/rsram27/mlops-python-package#format-parquet
CSV	https://en.wikipedia.org/wiki/Comma-separated_values
Avro	https://avro.apache.org/
Pandera	https://pandera.readthedocs.io/en/stable/
	https://github.com/rsram27/mlops-python-package#schema-pandera
others	https://pandera.readthedocs.io/en/stable/supported_libraries.html
Great Expectations	https://greatexpectations.io/
	https://github.com/rsram27/mlops-python-package#docs
pdoc	https://pdoc.dev/
	https://github.com/rsram27/mlops-python-package#api-pdoc
Sphinx	https://www.sphinx-doc.org/en/master/
Mkdocs	https://www.mkdocs.org/
Google	https://google.github.io/styleguide/pyguide.html
	https://github.com/rsram27/mlops-python-package#format-google
Numpy	https://numpydoc.readthedocs.io/en/latest/format.html
Sphinx	https://sphinx-rtd-tutorial.readthedocs.io/en/latest/docstrings.html
GitHub Pages	https://pages.github.com/
	https://github.com/rsram27/mlops-python-package#hosting-github-pages
ReadTheDocs	https://about.readthedocs.com/?ref=readthedocs.com
	https://github.com/rsram27/mlops-python-package#model
Scikit-Learn Metrics	https://scikit-learn.org/stable/modules/model_evaluation.html
	https://github.com/rsram27/mlops-python-package#evaluation-scikit-learn-metrics
Mlflow Model	https://mlflow.org/docs/latest/models.html
	https://github.com/rsram27/mlops-python-package#format-mlflow-model
Pickle	https://docs.python.org/3/library/pickle.html
ONNX	https://onnx.ai/
no guaranteed compatibility for the rest	https://onnxruntime.ai/docs/reference/compatibility.html
Mlflow Registry	https://mlflow.org/docs/latest/model-registry.html
	https://github.com/rsram27/mlops-python-package#registry-mlflow-registry
Neptune.ai	https://neptune.ai/
Weights and Biases	https://wandb.ai/site
Mlflow Tracking	https://mlflow.org/docs/latest/tracking.html
	https://github.com/rsram27/mlops-python-package#tracking-mlflow-tracking
Neptune.ai	https://neptune.ai/
Weights and Biases	https://wandb.ai/site
	https://github.com/rsram27/mlops-python-package#package
Changelog	https://en.wikipedia.org/wiki/Changelog
	https://github.com/rsram27/mlops-python-package#evolution-changelog
Commitizen	https://commitizen-tools.github.io/commitizen/changelog/
Keep a Changelog	https://keepachangelog.com/
Wheel	https://peps.python.org/pep-0427/
	https://github.com/rsram27/mlops-python-package#format-wheel
Has several advantages	https://realpython.com/python-wheels/#advantages-of-python-wheels
Source	https://docs.python.org/3/distutils/sourcedist.html
Conda	https://conda.io/projects/conda/en/latest/user-guide/install/index.html
uv	https://docs.astral.sh/uv/
	https://github.com/rsram27/mlops-python-package#manager-uv
Setuptools	https://docs.python.org/3/distutils/setupscript.html
Poetry	https://python-poetry.org/
https://xkcd.com/1987/	https://xkcd.com/1987/
Docker	https://www.docker.com/resources/what-container/
	https://github.com/rsram27/mlops-python-package#runtime-docker
Conda	https://docs.conda.io/en/latest/
	https://github.com/rsram27/mlops-python-package#programming
Python	https://www.python.org/
	https://github.com/rsram27/mlops-python-package#language-python
R	https://www.r-project.org/
Julia	https://julialang.org/
Uv	https://docs.astral.sh/uv/guides/install-python/
	https://github.com/rsram27/mlops-python-package#version-uv
PyEnv	https://github.com/pyenv/pyenv
	https://github.com/rsram27/mlops-python-package#observability
Mlflow Project	https://mlflow.org/docs/latest/projects.html
	https://github.com/rsram27/mlops-python-package#reproducibility-mlflow-project
DVC	https://dvc.org/
Metaflow	https://metaflow.org/
Apache Airflow	https://airflow.apache.org/
Mlflow Evaluate	https://mlflow.org/docs/latest/model-evaluation/index.html
	https://github.com/rsram27/mlops-python-package#monitoring--mlflow-evaluate
Giskard	https://www.giskard.ai/
Evidently	https://www.evidentlyai.com/
Arize AI	https://arize.com/
Graphana	https://grafana.com/
Plyer	https://github.com/kivy/plyer
	https://github.com/rsram27/mlops-python-package#alerting-plyer
Slack	https://slack.com/
Datadog	https://www.datadoghq.com/
Mlflow Dataset	https://mlflow.org/docs/latest/tracking/data-api.html
	https://github.com/rsram27/mlops-python-package#lineage-mlflow-dataset
Databricks Lineage	https://docs.databricks.com/en/admin/system-tables/lineage.html
OpenLineage and Marquez	https://marquezproject.github.io/
SHAP	https://shap.readthedocs.io/en/latest/
	https://github.com/rsram27/mlops-python-package#explainability-shap
SHAP module	https://mlflow.org/docs/latest/python_api/mlflow.shap.html
LIME	https://github.com/marcotcr/lime
Mlflow System Metrics	https://mlflow.org/docs/latest/system-metrics/index.html
	https://github.com/rsram27/mlops-python-package#infrastructure-mlflow-system-metrics
Datadog	https://www.datadoghq.com/
	https://github.com/rsram27/mlops-python-package#tips
AI/ML Practices	https://machinelearningmastery.com/
	https://github.com/rsram27/mlops-python-package#aiml-practices
Data Catalog	https://docs.kedro.org/en/stable/data/data_catalog.html
	https://github.com/rsram27/mlops-python-package#data-catalog
Hyperparameter Optimization	https://en.wikipedia.org/wiki/Hyperparameter_optimization
	https://github.com/rsram27/mlops-python-package#hyperparameter-optimization
Bayesian	https://en.wikipedia.org/wiki/Bayesian_optimization
Optuna	https://optuna.org/
Data Splits	https://machinelearningmastery.com/difference-test-validation-datasets/
	https://github.com/rsram27/mlops-python-package#data-splits
Design Patterns	https://en.wikipedia.org/wiki/Software_design_pattern
	https://github.com/rsram27/mlops-python-package#design-patterns
Directed-Acyclic Graph	https://en.wikipedia.org/wiki/Directed_acyclic_graph
	https://github.com/rsram27/mlops-python-package#directed-acyclic-graph
Just	https://just.systems/man/en/introduction.html
Airflow	https://airflow.apache.org/
Dagster	https://dagster.io/
Prefect	https://www.prefect.io/
Metaflow	https://metaflow.org/
ZenML	https://zenml.io/
Program Service	https://en.wikipedia.org/wiki/Systemd
	https://github.com/rsram27/mlops-python-package#program-service
Singleton	https://en.wikipedia.org/wiki/Singleton_pattern
Global Variable	https://en.wikipedia.org/wiki/Global_variable
Component	https://github.com/stuartsierra/component
Clojure mount	https://github.com/tolitius/mount
Soft Coding	https://en.wikipedia.org/wiki/Softcoding
	https://github.com/rsram27/mlops-python-package#soft-coding
SOLID Principles	https://en.wikipedia.org/wiki/SOLID
	https://github.com/rsram27/mlops-python-package#solid-principles
Pydantic Tagged Unions	https://docs.pydantic.dev/dev-v2/usage/types/unions/#discriminated-unions-aka-tagged-unions
IO Separation	https://en.wikibooks.org/wiki/Haskell/Understanding_monads/IO
	https://github.com/rsram27/mlops-python-package#io-separation
Python Powers	https://realpython.com/
	https://github.com/rsram27/mlops-python-package#python-powers
Context Manager	https://docs.python.org/3/library/contextlib.html
	https://github.com/rsram27/mlops-python-package#context-manager
Monad	https://en.wikipedia.org/wiki/Monad_(functional_programming)
Python Package	https://packaging.python.org/en/latest/tutorials/packaging-projects/
	https://github.com/rsram27/mlops-python-package#python-package
Software Engineering	https://en.wikipedia.org/wiki/Software_engineering
	https://github.com/rsram27/mlops-python-package#software-engineering
Code Typing	https://docs.python.org/3/library/typing.html
	https://github.com/rsram27/mlops-python-package#code-typing
typing module	https://docs.python.org/3/library/typing.html
mypy	https://mypy-lang.org/
Config Typing	https://docs.pydantic.dev/latest/
	https://github.com/rsram27/mlops-python-package#config-typing
Dataframe Typing	https://pandera.readthedocs.io/en/stable/
	https://github.com/rsram27/mlops-python-package#dataframe-typing
Object Oriented	https://en.wikipedia.org/wiki/Object-oriented_programming
	https://github.com/rsram27/mlops-python-package#object-oriented
polymorphism	https://en.wikipedia.org/wiki/Polymorphism_(computer_science)
abc module	https://docs.python.org/3/library/abc.html
Semantic Versioning	https://semver.org/
	https://github.com/rsram27/mlops-python-package#semantic-versioning
Testing Tricks	https://en.wikipedia.org/wiki/Software_testing
	https://github.com/rsram27/mlops-python-package#testing-tricks
Parallel Testing	https://pytest-xdist.readthedocs.io/en/stable/
	https://github.com/rsram27/mlops-python-package#parallel-testing
pytest-xdist plugin	https://pytest-xdist.readthedocs.io/en/stable/
Test Fixtures	https://docs.pytest.org/en/latest/explanation/fixtures.html
	https://github.com/rsram27/mlops-python-package#test-fixtures
fixtures	https://docs.pytest.org/en/latest/explanation/fixtures.html
VS Code	https://code.visualstudio.com/
	https://github.com/rsram27/mlops-python-package#vs-code
Code Workspace	https://code.visualstudio.com/docs/editor/workspaces
	https://github.com/rsram27/mlops-python-package#code-workspace
Code Workspace	https://code.visualstudio.com/docs/editor/workspaces
GitHub Copilot	https://github.com/features/copilot
	https://github.com/rsram27/mlops-python-package#github-copilot
GitHub Copilot	https://github.com/features/copilot
VSCode VIM	https://marketplace.visualstudio.com/items?itemName=vscodevim.vim
	https://github.com/rsram27/mlops-python-package#vscode-vim
	https://github.com/rsram27/mlops-python-package#resources
	https://github.com/rsram27/mlops-python-package#python
https://github.com/krzjoa/awesome-python-data-science#readme	https://github.com/krzjoa/awesome-python-data-science#readme
https://github.com/ml-tooling/best-of-ml-python	https://github.com/ml-tooling/best-of-ml-python
https://github.com/ml-tooling/best-of-python	https://github.com/ml-tooling/best-of-python
https://github.com/ml-tooling/best-of-python-dev	https://github.com/ml-tooling/best-of-python-dev
https://github.com/vinta/awesome-python	https://github.com/vinta/awesome-python
	https://github.com/rsram27/mlops-python-package#aimlmlops
https://github.com/josephmisiti/awesome-machine-learning	https://github.com/josephmisiti/awesome-machine-learning
https://github.com/visenger/awesome-mlops	https://github.com/visenger/awesome-mlops
fmind.github.io/mlops-python-package/	https://fmind.github.io/mlops-python-package/
Readme	https://github.com/rsram27/mlops-python-package#readme-ov-file
MIT license	https://github.com/rsram27/mlops-python-package#MIT-1-ov-file
Code of conduct	https://github.com/rsram27/mlops-python-package#coc-ov-file
Please reload this page	https://github.com/rsram27/mlops-python-package
Activity	https://github.com/rsram27/mlops-python-package/activity
0 forks	https://github.com/rsram27/mlops-python-package/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Frsram27%2Fmlops-python-package&report=rsram27+%28user%29
Releases	https://github.com/rsram27/mlops-python-package/releases
Packages 0	https://github.com/users/rsram27/packages?repo_name=mlops-python-package
Please reload this page	https://github.com/rsram27/mlops-python-package
Contributors	https://github.com/rsram27/mlops-python-package/graphs/contributors
Please reload this page	https://github.com/rsram27/mlops-python-package
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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