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-<script src="/assets/js/runtime~main.1baa955e.js"></script>
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 <script src="/assets/js/main.3be11e30.js"></script>
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diff --git a/...ntiation_variational_inference/AutomaticDifferentiationVariationalInference.mdx b/...ntiation_variational_inference/AutomaticDifferentiationVariationalInference.mdx
@@ -1,10 +1,13 @@
 ---
 title: Automatic differentiation variational inference
 sidebar_label: ADVI
-path: overview/tutorials/Automatic_differentiation_variational_inference/AutomaticDifferentiationVariationalInference
+path: 
+  overview/tutorials/Automatic_differentiation_variational_inference/AutomaticDifferentiationVariationalInference
 nb_path: tutorials/Automatic_differentiation_variational_inference.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Automatic_differentiation_variational_inference.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Automatic_differentiation_variational_inference.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Automatic_differentiation_variational_inference.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Automatic_differentiation_variational_inference.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/.../overview/tutorials/Bayesian_Logistic_Regression/BayesianLogisticRegression.mdx b/.../overview/tutorials/Bayesian_Logistic_Regression/BayesianLogisticRegression.mdx
@@ -3,8 +3,10 @@ title: Logistic regression
 sidebar_label: Logistic regression
 path: overview/tutorials/Bayesian_Logistic_Regression/BayesianLogisticRegression
 nb_path: tutorials/Bayesian_Logistic_Regression.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Logistic_Regression.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Logistic_Regression.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Logistic_Regression.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Logistic_Regression.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/Bayesian_NNs_with_ADVI/BayesianNnsWithAdvi.mdx b/_src/overview/tutorials/Bayesian_NNs_with_ADVI/BayesianNnsWithAdvi.mdx
@@ -3,8 +3,10 @@ title: Bayesian Neural Networks with ADVI
 sidebar_label: BNNs with ADVI
 path: overview/tutorials/Bayesian_NNs_with_ADVI/BayesianNnsWithAdvi
 nb_path: tutorials/Bayesian_NNs_with_ADVI.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_NNs_with_ADVI.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_NNs_with_ADVI.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_NNs_with_ADVI.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_NNs_with_ADVI.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/...view/tutorials/Bayesian_Structural_Time_Series/BayesianStructuralTimeSeries.mdx b/...view/tutorials/Bayesian_Structural_Time_Series/BayesianStructuralTimeSeries.mdx
@@ -3,8 +3,10 @@ title: Bayesian Structural Time Series
 sidebar_label: Bayesian Structural Time Series
 path: overview/tutorials/Bayesian_Structural_Time_Series/BayesianStructuralTimeSeries
 nb_path: tutorials/Bayesian_Structural_Time_Series.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Structural_Time_Series.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Structural_Time_Series.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Structural_Time_Series.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Bayesian_Structural_Time_Series.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/Coin_flipping/CoinFlipping.mdx b/_src/overview/tutorials/Coin_flipping/CoinFlipping.mdx
@@ -3,8 +3,10 @@ title: Coin flipping
 sidebar_label: Coin flipping
 path: overview/tutorials/Coin_flipping/CoinFlipping
 nb_path: tutorials/Coin_flipping.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Coin_flipping.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Coin_flipping.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Coin_flipping.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Coin_flipping.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/...als/GMM_with_2_dimensions_and_4_components/GmmWith2DimensionsAnd4Components.mdx b/...als/GMM_with_2_dimensions_and_4_components/GmmWith2DimensionsAnd4Components.mdx
@@ -1,10 +1,13 @@
 ---
 title: Gaussian mixture model
 sidebar_label: Gaussian mixture model
-path: overview/tutorials/GMM_with_2_dimensions_and_4_components/GmmWith2DimensionsAnd4Components
+path: 
+  overview/tutorials/GMM_with_2_dimensions_and_4_components/GmmWith2DimensionsAnd4Components
 nb_path: tutorials/GMM_with_2_dimensions_and_4_components.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/GMM_with_2_dimensions_and_4_components.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/GMM_with_2_dimensions_and_4_components.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/GMM_with_2_dimensions_and_4_components.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/GMM_with_2_dimensions_and_4_components.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";
@@ -295,7 +298,7 @@ fig = draw_points_and_components(
 fig.show()
 ```
 
-<PlotlyFigure data={require('./assets/plot_data/5569cf5d-1e3d-448b-a54c-b797704773f5.json')} />
+<PlotlyFigure data={require('./assets/plot_data/20daa748-3996-48d1-8519-a4767e24b053.json')} />
 
 ## Inference
 
@@ -369,7 +372,7 @@ fig = draw_points_and_components(
 fig.show()
 ```
 
-<PlotlyFigure data={require('./assets/plot_data/7905578b-b3ce-4a11-b6c4-adf91cbdbeae.json')} />
+<PlotlyFigure data={require('./assets/plot_data/099b0943-3337-4c28-b038-92a6c8c3bbaf.json')} />
 
 After running `n_samples` MCMC steps, the effects of initialization should be
 diminished.
@@ -409,5 +412,5 @@ fig = draw_points_and_components(
 fig.show()
 ```
 
-<PlotlyFigure data={require('./assets/plot_data/39c9d9ff-1835-4713-a7d2-f29df3b2c9aa.json')} />
+<PlotlyFigure data={require('./assets/plot_data/668a0359-ab11-4225-a7c1-87a7d9e14d7d.json')} />
 
diff --git a/...7905578b-b3ce-4a11-b6c4-adf91cbdbeae.json → ...099b0943-3337-4c28-b038-92a6c8c3bbaf.json b/...7905578b-b3ce-4a11-b6c4-adf91cbdbeae.json → ...099b0943-3337-4c28-b038-92a6c8c3bbaf.json
diff --git a/...5569cf5d-1e3d-448b-a54c-b797704773f5.json → ...20daa748-3996-48d1-8519-a4767e24b053.json b/...5569cf5d-1e3d-448b-a54c-b797704773f5.json → ...20daa748-3996-48d1-8519-a4767e24b053.json
diff --git a/...39c9d9ff-1835-4713-a7d2-f29df3b2c9aa.json → ...668a0359-ab11-4225-a7c1-87a7d9e14d7d.json b/...39c9d9ff-1835-4713-a7d2-f29df3b2c9aa.json → ...668a0359-ab11-4225-a7c1-87a7d9e14d7d.json
diff --git a/_src/overview/tutorials/Gaussian_Process_Gpytorch/GaussianProcessGpytorch.mdx b/_src/overview/tutorials/Gaussian_Process_Gpytorch/GaussianProcessGpytorch.mdx
@@ -3,8 +3,10 @@ title: Gaussian process
 sidebar_label: Gaussian process
 path: overview/tutorials/Gaussian_Process_Gpytorch/GaussianProcessGpytorch
 nb_path: tutorials/Gaussian_Process_Gpytorch.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Gaussian_Process_Gpytorch.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Gaussian_Process_Gpytorch.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Gaussian_Process_Gpytorch.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Gaussian_Process_Gpytorch.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/Hidden_Markov_model/HiddenMarkovModel.mdx b/_src/overview/tutorials/Hidden_Markov_model/HiddenMarkovModel.mdx
@@ -3,8 +3,10 @@ title: Hidden Markov Model
 sidebar_label: Hidden Markov Model
 path: overview/tutorials/Hidden_Markov_model/HiddenMarkovModel
 nb_path: tutorials/Hidden_Markov_model.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hidden_Markov_model.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hidden_Markov_model.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hidden_Markov_model.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hidden_Markov_model.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/Hierarchical_modeling/HierarchicalModeling.mdx b/_src/overview/tutorials/Hierarchical_modeling/HierarchicalModeling.mdx
@@ -3,8 +3,10 @@ title: Hierarchical modeling
 sidebar_label: Hierarchical modeling
 path: overview/tutorials/Hierarchical_modeling/HierarchicalModeling
 nb_path: tutorials/Hierarchical_modeling.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_modeling.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_modeling.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_modeling.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_modeling.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/Hierarchical_regression/HierarchicalRegression.mdx b/_src/overview/tutorials/Hierarchical_regression/HierarchicalRegression.mdx
@@ -3,8 +3,10 @@ title: Hierarchical regression
 sidebar_label: Hierarchical regression
 path: overview/tutorials/Hierarchical_regression/HierarchicalRegression
 nb_path: tutorials/Hierarchical_regression.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_regression.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_regression.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_regression.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Hierarchical_regression.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/Item_Response_Theory/ItemResponseTheory.mdx b/_src/overview/tutorials/Item_Response_Theory/ItemResponseTheory.mdx
@@ -3,8 +3,10 @@ title: Item Response Theory
 sidebar_label: Item Response Theory
 path: overview/tutorials/Item_Response_Theory/ItemResponseTheory
 nb_path: tutorials/Item_Response_Theory.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Item_Response_Theory.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Item_Response_Theory.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Item_Response_Theory.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/Item_Response_Theory.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";

diff --git a/_src/overview/tutorials/MLE_and_MAP_point_estimation/MleAndMapPointEstimation.mdx b/_src/overview/tutorials/MLE_and_MAP_point_estimation/MleAndMapPointEstimation.mdx
@@ -3,8 +3,10 @@ title: Maximum likelihood estimation and maximum a priori inference
 sidebar_label: MLE and MAP
 path: overview/tutorials/MLE_and_MAP_point_estimation/MleAndMapPointEstimation
 nb_path: tutorials/MLE_and_MAP_point_estimation.ipynb
-github: https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/MLE_and_MAP_point_estimation.ipynb
-colab: https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/MLE_and_MAP_point_estimation.ipynb
+github: 
+  https://github.com/facebookresearch/beanmachine/blob/v0.2.0/tutorials/MLE_and_MAP_point_estimation.ipynb
+colab: 
+  https://colab.research.google.com/github/facebookresearch/beanmachine/blob/v0.2.0/tutorials/MLE_and_MAP_point_estimation.ipynb
 ---
 
 import LinkButtons from "../../../../website/src/components/LinkButtons.jsx";