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diff --git a/Chapter1-GettingStarted/1.1_open_reproducible_science.html b/Chapter1-GettingStarted/1.1_open_reproducible_science.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter1-GettingStarted/1.2_jupyter_environment.html b/Chapter1-GettingStarted/1.2_jupyter_environment.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter1-GettingStarted/1.3_python_environment.html b/Chapter1-GettingStarted/1.3_python_environment.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter1-GettingStarted/1.4_computational_environments.html b/Chapter1-GettingStarted/1.4_computational_environments.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter1-GettingStarted/1.5_version_control_git.html b/Chapter1-GettingStarted/1.5_version_control_git.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
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+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
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   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter1-GettingStarted/1.6_data_gallery.html b/Chapter1-GettingStarted/1.6_data_gallery.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
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+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter1-GettingStarted/readme.html b/Chapter1-GettingStarted/readme.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
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+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.10_synthetic_noise.html b/Chapter2-DataManipulation/2.10_synthetic_noise.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.11_feature_engineering.html b/Chapter2-DataManipulation/2.11_feature_engineering.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.12_dimensionality_reduction.html b/Chapter2-DataManipulation/2.12_dimensionality_reduction.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.13_MLready_data.html b/Chapter2-DataManipulation/2.13_MLready_data.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.1_Data_Definitions.html b/Chapter2-DataManipulation/2.1_Data_Definitions.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.20_Final_Project_Assignement.html b/Chapter2-DataManipulation/2.20_Final_Project_Assignement.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.2_data_formats_rendered.html b/Chapter2-DataManipulation/2.2_data_formats_rendered.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.3_pandas_rendered.html b/Chapter2-DataManipulation/2.3_pandas_rendered.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.4_dataframes_prep.html b/Chapter2-DataManipulation/2.4_dataframes_prep.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.5_Arrays.html b/Chapter2-DataManipulation/2.5_Arrays.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.6_resampling.html b/Chapter2-DataManipulation/2.6_resampling.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.7_statistical_considerations.html b/Chapter2-DataManipulation/2.7_statistical_considerations.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.8_data_spectral_transforms.html b/Chapter2-DataManipulation/2.8_data_spectral_transforms.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter2-DataManipulation/2.9_filtering_data.html b/Chapter2-DataManipulation/2.9_filtering_data.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="../Chapter3-MachineLearning/3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="../Chapter3-MachineLearning/3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.10_autoML.html b/Chapter3-MachineLearning/3.10_autoML.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.1_concepts_supervision.html b/Chapter3-MachineLearning/3.1_concepts_supervision.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
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+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.20_final_project_cml.html b/Chapter3-MachineLearning/3.20_final_project_cml.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.2_classification_regression.html b/Chapter3-MachineLearning/3.2_classification_regression.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.3_clustering.html b/Chapter3-MachineLearning/3.3_clustering.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
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+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.4_binary_classification.html b/Chapter3-MachineLearning/3.4_binary_classification.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.5_multiclass_classification.html b/Chapter3-MachineLearning/3.5_multiclass_classification.html
@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
  </li>
+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.6_logistic_regression.html b/Chapter3-MachineLearning/3.6_logistic_regression.html
@@ -302,6 +302,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
    3.7 Random Forests
   </a>
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+ <li class="toctree-l1">
+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
  <li class="toctree-l1">
   <a class="reference internal" href="3.9_ensemble_learning.html">
    3.9 Ensemble learning

diff --git a/Chapter3-MachineLearning/3.7_randomForest_regression.html b/Chapter3-MachineLearning/3.7_randomForest_regression.html
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@@ -300,6 +300,11 @@ <h1 class="site-logo" id="site-title">ML Geo Curriculum</h1>
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   </a>
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+  <a class="reference internal" href="3.8_robust_training.html">
+   3.8 Robust Training
+  </a>
+ </li>
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   <a class="reference internal" href="3.9_ensemble_learning.html">
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@@ -1719,10 +1724,10 @@ <h3>7. Computing the Feature Importances<a class="headerlink" href="#computing-t
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