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diff --git a/.buildinfo b/.buildinfo
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 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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diff --git a/appendix/acknowledgement.html b/appendix/acknowledgement.html
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diff --git a/appendix/datasets_intro.html b/appendix/datasets_intro.html
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diff --git a/appendix/glossary.html b/appendix/glossary.html
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diff --git a/appendix/notebook_timings.html b/appendix/notebook_timings.html
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diff --git a/appendix/toc_redirect.html b/appendix/toc_redirect.html
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diff --git a/concluding_remarks.html b/concluding_remarks.html
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diff --git a/concluding_remarks_video.html b/concluding_remarks_video.html
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diff --git a/ensemble/bagging_slides.html b/ensemble/bagging_slides.html
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diff --git a/ensemble/boosting_slides.html b/ensemble/boosting_slides.html
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diff --git a/ensemble/ensemble_boosting_index.html b/ensemble/ensemble_boosting_index.html
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diff --git a/ensemble/ensemble_bootstrap_index.html b/ensemble/ensemble_bootstrap_index.html
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diff --git a/ensemble/ensemble_hyperparameters_index.html b/ensemble/ensemble_hyperparameters_index.html
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diff --git a/ensemble/ensemble_module_intro.html b/ensemble/ensemble_module_intro.html
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diff --git a/ensemble/ensemble_module_take_away.html b/ensemble/ensemble_module_take_away.html
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diff --git a/ensemble/ensemble_quiz_m6_01.html b/ensemble/ensemble_quiz_m6_01.html
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diff --git a/ensemble/ensemble_quiz_m6_02.html b/ensemble/ensemble_quiz_m6_02.html
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diff --git a/ensemble/ensemble_quiz_m6_03.html b/ensemble/ensemble_quiz_m6_03.html
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diff --git a/ensemble/ensemble_wrap_up_quiz.html b/ensemble/ensemble_wrap_up_quiz.html
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diff --git a/evaluation/cross_validation_baseline_index.html b/evaluation/cross_validation_baseline_index.html
@@ -743,7 +743,7 @@ <h1>Comparing a model with simple baselines<a class="headerlink" href="#comparin
 
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diff --git a/evaluation/cross_validation_choices_index.html b/evaluation/cross_validation_choices_index.html
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diff --git a/evaluation/cross_validation_nested_index.html b/evaluation/cross_validation_nested_index.html
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diff --git a/evaluation/evaluation_module_intro.html b/evaluation/evaluation_module_intro.html
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diff --git a/evaluation/evaluation_module_take_away.html b/evaluation/evaluation_module_take_away.html
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diff --git a/evaluation/evaluation_quiz_m7_01.html b/evaluation/evaluation_quiz_m7_01.html
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diff --git a/evaluation/evaluation_quiz_m7_02.html b/evaluation/evaluation_quiz_m7_02.html
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diff --git a/evaluation/evaluation_quiz_m7_03.html b/evaluation/evaluation_quiz_m7_03.html
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diff --git a/evaluation/evaluation_quiz_m7_04.html b/evaluation/evaluation_quiz_m7_04.html
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diff --git a/evaluation/evaluation_quiz_m7_05.html b/evaluation/evaluation_quiz_m7_05.html
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diff --git a/evaluation/evaluation_wrap_up_quiz.html b/evaluation/evaluation_wrap_up_quiz.html
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diff --git a/evaluation/metrics_classification_index.html b/evaluation/metrics_classification_index.html
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diff --git a/evaluation/metrics_regression_index.html b/evaluation/metrics_regression_index.html
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diff --git a/feature_selection/feature_selection_limitation_index.html b/feature_selection/feature_selection_limitation_index.html
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diff --git a/feature_selection/feature_selection_module_intro.html b/feature_selection/feature_selection_module_intro.html
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diff --git a/feature_selection/feature_selection_module_take_away.html b/feature_selection/feature_selection_module_take_away.html
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diff --git a/feature_selection/feature_selection_quiz.html b/feature_selection/feature_selection_quiz.html
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diff --git a/genindex.html b/genindex.html
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diff --git a/index.html b/index.html
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diff --git a/interpretation/interpretation_quiz.html b/interpretation/interpretation_quiz.html
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diff --git a/linear_models/linear_models_intuitions_index.html b/linear_models/linear_models_intuitions_index.html
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diff --git a/linear_models/linear_models_module_intro.html b/linear_models/linear_models_module_intro.html
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diff --git a/linear_models/linear_models_module_take_away.html b/linear_models/linear_models_module_take_away.html
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diff --git a/linear_models/linear_models_non_linear_index.html b/linear_models/linear_models_non_linear_index.html
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diff --git a/linear_models/linear_models_quiz_m4_01.html b/linear_models/linear_models_quiz_m4_01.html
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