added full-scale examples to BAMT documentation on BN usage

.gitignore

@@ -12,5 +12,5 @@ tutorials/bamt
 .DS_Store
 /example_socio.ipynb
 /temp.ipynb
-/bamt_house_price_example.ipynb
-/bamt_house_price_example.ipynb
+/bamt_house_price_example_feature_analysis.ipynb
+/bamt_house_price_example_data_sampling.ipynb

README.rst

@@ -91,15 +91,15 @@ Next, a network instance is created and training (structure and parameters) is p
 .. code-block:: python
 
    bn = Nets.HybridBN(has_logit=False, use_mixture=True)
-   bn.add_edges(discretized_data, scoring_function=('K2',K2Score))
+   bn.add_edges(discretized_data)
    bn.fit_parameters(data)
 
 
 
 Examples & Tutorials
 ^^^^^^^^^^^^^^^^^^^^^^
 
-More examples can be found in `tutorials <https://github.com/ITMO-NSS-team/BAMT/tree/master/tutorials>`__  and `Documentation <https://bamt.readthedocs.io/en/latest/examples/learn_save.html>`__.
+More examples can be found in `Documentation <https://bamt.readthedocs.io/en/latest/examples/learn_save.html>`__.
 
 Publications about BAMT
 ^^^^^^^^^^^^^^^^^^^^^^^

docs/source/index.rst

@@ -88,6 +88,13 @@ generating synthetic data, assessing edges strength e.t.c.
     examples/add_ml_models_to_nodes.rst
     examples/composite_network_example.rst
 
+.. toctree::
+    :maxdepth: 1
+    :hidden:
+    :caption: Tutorials
+
+    tutorials/tutorials_gists.rst
+
 
 
 Indices and tables

docs/source/tutorials/tutorials_gists.rst

@@ -0,0 +1,8 @@
+Full-scale tutorial examples
+============================
+
+In this section full-scale GitHub Gist tutorials for BAMT use cases are listed,
+feel free to leave your comments and questions at the following gists:
+
+* `BAMT house price dataset prediction results improvement with sampling. <https://gist.github.com/jrzkaminski/ca4c9ef9292ef0e8df4da5b81effae1e>`__
+* `BAMT house price dataset linear regression with BAMT. <https://gist.github.com/jrzkaminski/50805963ca02ca8a326e344ea39e592c>`__