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Testing AI-ML Models - Coggle Diagram

- - - - Sub Steps
        
        Data Pipeline
        
        Model
        
        Metrics
        
        Environment
- - - - Steps to set up
        
        Install pytest
        
        Create directory structure
        
        Install dependencies
- - - - Steps to test
        
        Test Data Preprocessing
        
        Test Model Training
        
        Test Model Inference
- - - - Steps
        
        Define a fixture
        
        Use the fixture in tests
- - - - Ensure multiple components of the application work together as expected.
        
        Steps
        
        Test Data Pipeline + Model
        
        Test Edge Cases
- - - - Use pytest.mark.parametrize
- - - - Sub steps
        
        Run all tests
        
        Run specific tests
        
        Generate reports
- - - - Check test coverage
        
        Refine tests based on analytics and failures