Best Practices

For the engineering practices,

Unit test for testing prediction part from deployment section. Model Mock and Dv Mock is used in unit testing.
Integration Test for testing the whole prediction service from deployment section.
Linting Tools and Formatters like pylint, black and isort for code quality
Git pre-commit hooks to check and enforce certain code quality before allowing a commit to proceed
Makefile for automation of the commands and build process

CI/CD

Unit case and Integration test for CI/CD will be implemented via github actions.