https://github.com/nsgowebjavaprog/ithinkit-smlops

Gemstone-Price-Prediction-End-to-End-Pipeline --- & --- MLOPs Foundations and Fundamentals, Git, GitHub, Docker, etc.
https://github.com/nsgowebjavaprog/ithinkit-smlops

ci-cd css delivery deployment docker git github-actions html jupyter-notebook machine-learning monitoring more-tools python retraining-model testing

Last synced: 2 months ago
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Gemstone-Price-Prediction-End-to-End-Pipeline --- & --- MLOPs Foundations and Fundamentals, Git, GitHub, Docker, etc.

• Host: GitHub
• URL: https://github.com/nsgowebjavaprog/ithinkit-smlops
• Owner: nsgowebjavaprog
• License: mit
• Created: 2025-04-12T08:26:59.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2025-04-17T13:09:36.000Z (6 months ago)
• Last Synced: 2025-07-09T18:28:52.482Z (3 months ago)
• Topics: ci-cd, css, delivery, deployment, docker, git, github-actions, html, jupyter-notebook, machine-learning, monitoring, more-tools, python, retraining-model, testing
• Language: Jupyter Notebook
• Homepage:
• Size: 11.6 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
**requirements_dev.txt**  

We use it for testing.  

It makes it easier to install and manage dependencies for development and testing, separate from the dependencies required for production.  

**difference between requirements_dev.txt and requirements.txt**  

**requirements.txt** is used to specify the dependencies required to run the production code of a Python project, while **requirements_dev.txt** is used to specify the dependencies required for development and testing purposes.  

**tox.ini**  

We use it for testing in the Python package, testing against different versions of Python.  

**how tox works (tox environment creation)**  

- Install dependencies and packages  

- Run commands  

- It's a combination of **virtualenvwrapper** and **makefile**  

- It creates a **.tox** folder  

**pyproject.toml**  

It is used for configuring the Python project. It is an alternative to the **setup.cfg** file. It contains configuration related to the build system, such as the build tool used, package name, version, author, license, and dependencies.  

**setup.cfg**  

In summary, **setup.cfg** is used by **setuptools** to configure the packaging and installation of a Python project.  

**Testing Python application**  

**types of testing**  

- **Automated testing**  

- **Manual testing**  

**Mode of testing**  

- **Unit testing**  

- **Integration tests**  

**Testing frameworks**  

- **pytest**  

- **unittest**  

- **robotframework**  

- **selenium**  

- **behave**  

- **doctest**  

**Check with the code style formatting and syntax (coding standards)**  

- **pylint**  

- **flake8** (It is best because it contains 3 libraries: pylint, pycodestyle, and mccabe)  

- **pycodestyle**

********  test using python 

********  for mlflow needed the run-->   mlflow ui