minor fixes and readme

README.md

@@ -1,11 +1,14 @@
 # albumentations-demo
 
-This service is created to demotstrate abilities of the Albumentation - a library for efficent image augmentations.
+This service is created to demonstrate abilities of the Albumentations - a library for efficent image augmentations.
 
 
-## It is currently ALPHA VERSION
+## It is currently ALPHA VERSION!
+The service still has some known bugs and requires a lot of refactoring, don't be surprised if you see any error)
+But it already works!
 
-How to use:
+
+## How to use:
 ```
 git clone https://github.com/IliaLarchenko/albumentations-demo
 cd albumentations-demo
@@ -13,6 +16,12 @@ pip install -r requirements.txt
 streamlit run src/main.py
 ```
 
-And then just follow the address you see in console.
+And then just follow the address you see in console. You shoud see something similar to this:
+
+![screenshot](docs/readme.jpg?raw=true)
+
+
+You can also play with the current deployed version:
+[https://albumentations-demo.herokuapp.com/](https://albumentations-demo.herokuapp.com/)
 
-![screenshot](docs/readme.jpg?raw=true)
+But it can work 

src/main.py

@@ -60,5 +60,5 @@ st.text('')
 st.text('')
 st.subheader('Credentials:')
 st.text('Source: https://github.com/IliaLarchenko/albumentations-demo')
-st.text('Albumentation library: https://github.com/albumentations-team/albumentations')
+st.text('Albumentations library: https://github.com/albumentations-team/albumentations')
 st.text('Image Source: https://www.pexels.com/royalty-free-images/')