Improve showcase images

README.rst

@@ -34,15 +34,6 @@ optimizes (max or min) the cross-validation scores, it can be used for both regr
 
 Documentation is available `here <https://sklearn-genetic-opt.readthedocs.io/>`_
 
-Sampled distribution of hyperparameters:
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-.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/density.png?raw=true
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-Optimization progress in a regression problem:
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-.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/fitness.png?raw=true
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-
 Main Features:
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@@ -53,6 +44,21 @@ Main Features:
 * **Plots**: Generate pre-defined plots to understand the optimization process.
 * **MLflow**: Build-in integration with mlflow to log all the hyperparameters, cv-scores and the fitted models.
 
+**Some explains of the packages capabilities**
+
+Sampled distribution of hyperparameters:
+
+.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/density.png?raw=true
+
+Real time metrics visualization and comparison across runs:
+
+.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/tensorboard_log.png?raw=true
+
+Artifacts logging:
+
+.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/mlflow_artifacts_4.png?raw=true
+
+
 Usage:
 ######