Software engineering practices applied to ML - Speaker Deck

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CI/CD DESIGN AND DEVELOPMENT MONITORING

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CI/CD DESIGN AND DEVELOPMENT MONITORING

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id country listingtype US apartment UK id country listingtype USA flat United Kingdom

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Unit Tests Feature Engineering Service

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CI/CD DESIGN AND DEVELOPMENT MONITORING

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CI/CD DESIGN AND DEVELOPMENT MONITORING

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def test_ml_models(hold_out_data_set): # For Baseline Model baseline_mae, baseline_rmse = _calculate_error_for_baseline_model( hold_out_data_set ) # For New Model new_model_mae, new_model_rmse = _calculate_error_for_new_model( hold_out_data_set ) assert new_model_mae < baseline_mae assert new_model_rmse < baseline_rmse

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CI/CD DESIGN AND DEVELOPMENT MONITORING

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