fixing alignment

Author: Alvant

README.md

@@ -23,16 +23,20 @@ Consider using TopicNet if:
 
 `TopicNet` provides an infrastructure for your prototyping (`Experiment` class) and helps to observe results of your actions via `viewers` module.
 
-<div align="center">
-    <img src="./docs/readme_images/training_scheme_example.png" width="60%" alt/>
-    <em>
-        Example of the two-stage experiment scheme.
-        At the first stage, regularizer with parameter <img src="https://render.githubusercontent.com/render/math?math=\tau"> taking values in some range <img src="https://render.githubusercontent.com/render/math?math=\{\tau_1, \tau_2, \tau_3\}"> is applied.
-        Best models after the first stage are <em>Model 1</em> and <em>Model 2</em> — so <em>Model 3</em> is not taking part in the training process anymore.
-        The second stage is connected with another regularizer with parameter <img src="https://render.githubusercontent.com/render/math?math=\xi"> taking values in range <img src="https://render.githubusercontent.com/render/math?math=\{\xi_1, \xi_2\}">.
-        As a result of this stage, two descendant models of <em>Model 1</em> and two descendant models of <em>Model 2</em> are obtained.
-    </em>
-</div>
+<p>
+    <div align="center">
+        <img src="./docs/readme_images/training_scheme_example.png" width="60%" alt/>
+    </div>
+    <div align="center">
+        <em>
+            Example of the two-stage experiment scheme.
+            At the first stage, regularizer with parameter <img src="https://render.githubusercontent.com/render/math?math=\tau"> taking values in some range <img src="https://render.githubusercontent.com/render/math?math=\{\tau_1, \tau_2, \tau_3\}"> is applied.
+            Best models after the first stage are <em>Model 1</em> and <em>Model 2</em> — so <em>Model 3</em> is not taking part in the training process anymore.
+            The second stage is connected with another regularizer with parameter <img src="https://render.githubusercontent.com/render/math?math=\xi"> taking values in range <img src="https://render.githubusercontent.com/render/math?math=\{\xi_1, \xi_2\}">.
+            As a result of this stage, two descendant models of <em>Model 1</em> and two descendant models of <em>Model 2</em> are obtained.
+        </em>
+    </div>
+</p>
 
 
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