Update README

README.md

@@ -1,40 +1,54 @@
 # Anime Recommender
 
-> Web App: [https://anime-recommender-AlimU.pythonanywhere.com](https://anime-recommender-AlimU.pythonanywhere.com) (not currently mobile optimized)
+> Web App: [https://anime-recommender-AlimU.pythonanywhere.com](https://anime-recommender-AlimU.pythonanywhere.com) (not fully mobile optimized)
 
 Parametrized anime recommendation system that produces recommendations based on
 1. individual title or set of titles
 ![img.png](assets/img.png)
 2. user profile (refer to Current limitations section for further details)
 ![img_1.png](assets/img_1.png)
 
-# Local Setup
+## Local Setup
 
 1. Clone the repository
+
 ```bash
 git clone https://github.com/AlimU11/Anime-Recommender.git
 ```
+
 2. Install requirements from requirements.txt
+
 ```bash
 pip install -r requirements.txt
 ```
+
 3. Run `main_etl.py`
+
 ```bash
 python main_etl.py
 ```
+
 This will fetch the data from the source and save it in the `data` folder. This should take approximately 15 minutes. See
+
  ```bash
 python main_etl.py -h
 ```
+
 to run only chosen parts of the ETL process.
 
 4. Run `main_local.py`
+
 ```bash
 python main_local.py
 ```
+
 This will start the local server with the app.
 
-# File Structure
+## Docker Setup
+
+You can also run the app in a docker container. Check out [this](https://github.com/AlimU11/Docker-Kubernetes-Projects) page for more information.
+
+## File Structure
 
 1. `anime_recommender` module - contains all the code for the app
 
@@ -44,23 +58,25 @@ This will start the local server with the app.
 
 4. `data` - folder with data used for the app. Not included in the repository due to its size. Could be easily recreated by running `main_etl.py
 
-# Roadmap
-Key features in further updates (unordered, full details are in the [project page](https://github.com/users/AlimU11/projects/1)):
+## Roadmap
+
+Key features in further updates (unordered, full details are at the [project page](https://github.com/users/AlimU11/projects/1)):
+
 1. Add new recommendation engines
 2. Improve UI - add dark theme
 3. <strike>Make responsive layout for mobile devices</strike> **Done** ✔️
-![](assets/img_3.png)
+![assets/img_3.png](assets/img_3.png)
 4. <strike>Create weekly or monthly etl process to update data mart</strike> **Done** ✔️
 5. Resolve current limitations (refer to `Current limitations` section for further details)
 6. Add support for user profiles from other sites (MyAnimeList, Kitsu, etc.)
 7. Create etl and data mart for manga
 
-# Current limitations
+##  Current limitations
+
 1. User's lists - all titles in INCLUDED user's lists MUST HAVE scores
 2. Score systems - other than ten-point score system was not yet tested
 3. Only top 20 results are shown
 4. <strike>Only titles with status 'Completed' at the moment of data scrapping (20.09 - 21.09) are taken into account and could be recommended</strike> <br>
 Only titles with status 'Completed' at the moment of data update (every week on Monday at 04:00 UTC) are taken into account and could be recommended
-
 5. Only AniList user profiles supported
-6. Further limitations might be mentioned in the [project page](https://github.com/users/AlimU11/projects/1)
+6. Further limitations might be mentioned at the [project page](https://github.com/users/AlimU11/projects/1)