Add NN_examples notebook

.binder/requirements.txt

@@ -0,0 +1 @@
+git+git://github.com/tinkoff-ai/etna-ts@master

CHANGELOG.md

@@ -26,6 +26,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Running notebooks in ci ([#134](https://github.com/tinkoff-ai/etna-ts/issues/134))
 - Cluster plotter to EDA ([#169](https://github.com/tinkoff-ai/etna-ts/pull/169))
 - STLTransform class ([#158](https://github.com/tinkoff-ai/etna-ts/pull/158))
+- NN_examples notebook ([#159](https://github.com/tinkoff-ai/etna-ts/pull/159))
 
 ### Changed
 - Delete offset from WindowStatisticsTransform ([#111](https://github.com/tinkoff-ai/etna-ts/pull/111))

README.md

@@ -93,6 +93,14 @@ We have also prepared a set of tutorials for an easy introduction:
 - Interactive visualization
 - Outliers imputation
 
+#### 04. [Deep learning models](https://github.com/tinkoff-ai/etna-ts/tree/master/examples/NN_examples.ipynb)
+- Creating TSDataset  
+- Architecture
+- Testing models
+  - DeepAR 
+  - TFT
+  - Simple Model
+
 ## Documentation
 ETNA documentation is available [here](https://etna-docs.netlify.app/).