Update README.rst

Author: NikitinaMaria

README.rst

@@ -24,6 +24,7 @@ Scope
 ==========
 
 We plan to implement the following distributions in our library:
+
 - `Gaussian normal distribution`
 - `Dirichlet distribution (Beta distributions)`
 - `Sampling from a mixture of distributions`
@@ -38,23 +39,24 @@ We plan to inherit from the torch.distribution.Distribution class, so we need to
 Usage
 ==========
 
-In this example, we demonstrate the application of our library using a Variational Autoencoder (VAE) model, where the latent layer is modified by a normal distribution.
-```
->>> import torch.distributions.implicit as irt
->>> params = Encoder(inputs)
->>> gauss = irt.Normal(*params)
->>> deviated = gauss.rsample()
->>> outputs = Decoder(deviated)
-```
-In this example, we demonstrate the use of a mixture of distributions using our library.
-```
->>> import irt
->>> params = Encoder(inputs)
->>> mix = irt.Mixture([irt.Normal(*params), irt.Dirichlet(*params)])
->>> deviated = mix.rsample()
->>> outputs = Decoder(deviated)
-```
-
-## Links
-- [LinkReview](https://github.com/intsystems/implitic-reparametrization-trick/blob/main/linkreview.md)
-- [Plan of project](https://github.com/intsystems/implitic-reparametrization-trick/blob/main/planning.md)
+In this example, we demonstrate the application of our library using a Variational Autoencoder (VAE) model, where the latent layer is modified by a normal distribution.::
+
+    import torch.distributions.implicit as irt
+    params = Encoder(inputs)
+    gauss = irt.Normal(*params)
+    deviated = gauss.rsample()
+    outputs = Decoder(deviated)
+
+In this example, we demonstrate the use of a mixture of distributions using our library.::
+
+    import irt
+    params = Encoder(inputs)
+    mix = irt.Mixture([irt.Normal(*params), irt.Dirichlet(*params)])
+    deviated = mix.rsample()
+    outputs = Decoder(deviated)
+
+Links
+==========
+
+- `LinkReview <https://github.com/intsystems/implitic-reparametrization-trick/blob/main/linkreview.md>`_
+- `Plan of project <https://github.com/intsystems/implitic-reparametrization-trick/blob/main/planning.md>`_