Examples.md

@@ -4,11 +4,28 @@
 
 The data set contains 9 variables with 442 samples. The target variable for prediction in the following example is 'Depth'. The variable is also used to visually evaluate sampling quality via distribution plot.
 
-The following combinations of hyper parameters will be reviewed in this example:
+The following combinations of hyperparameters will be reviewed in this example:
 
 * K2 metric;
-* K2 metric with gaussian mixtures;
-* K2 metric with gaussian mixtures and logit nodes;
+* K2 metric with gaussian mixtures (GMM);
+* K2 metric with GMM and logit nodes;
 * K2 with initial structure. 
 
+## K2 metric sampling example
+
+![k2](https://user-images.githubusercontent.com/86363785/188129119-dfa62b6d-b1fd-4e63-aa75-fb7aafba95a1.png)
+
+## Sampling with K2 + GMM example
+
+![geo_k2_gmm](https://user-images.githubusercontent.com/86363785/188129748-ce239eb4-bbab-43f0-9d80-c92483f27613.png)
+
+## Sampling with K2 + GMM + logit nodes example
+
+![geo_k2_gmm_logit](https://user-images.githubusercontent.com/86363785/188129774-a3695199-776d-493f-8a9c-bf78125f03fb.png)
+
+## K2 with initial structure sampling
+
+![geo_k2_expert](https://user-images.githubusercontent.com/86363785/188129863-b8777153-eb31-4e8f-b8bf-b87e7c959035.png)
+
+
 # Social data example
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