Update README.md

README.md

+# Movie Recommendation System Simulation
+
 ## Synopsis
 
 The simulation of recommendation system for recommending movies to users, and predicting ratings users could give to movies they have not rated yet.
@@ -13,9 +15,17 @@ We will discuss positive and negative sides of our implementation.
 Lastly, we will calculate the rating prediction errors of each model in oreder to see if the output is close to the correct value.
 
 ## Project Structure
-1. `mds/*` - quick look (however, there is no support for latex equations)
-2. `htmls/*` - quick look with equations
-3. `notebooks/*` - detailed view with possibility of execution
+Order of scripts:
+1. [Analyze Dataset](https://gitlab.com/jelena-b94/Movie_Recommendation_System/blob/master/notebooks/Analyzing%20Data-set.ipynb)
+2. [Movie Similarity Matrix Exploration](https://gitlab.com/jelena-b94/Movie_Recommendation_System/blob/master/notebooks/Movies%20Similarity%20Matrix%20Exploration.ipynb)
+3. [Item-Based Recommendation System](https://gitlab.com/jelena-b94/Movie_Recommendation_System/blob/master/notebooks/Item-Based%20Recommendation%20System.ipynb)
+4. [User-Based Recommendation System](https://gitlab.com/jelena-b94/Movie_Recommendation_System/blob/master/notebooks/User-Based%20Recommendation%20System.ipynb)
+5. [Degree Distribution](https://gitlab.com/jelena-b94/Movie_Recommendation_System/blob/master/notebooks/Degree%20Distribution.ipynb)
+
+Directories:
+- `data/*` - movie, user and vote datasets
+- `htmls/*` - quick look with equations
+- `notebooks/*` - detailed view with possibility of execution
 
 ## Installation
 In case one is interested to also play with the output, `jupyter notebook` environment should be set up.
@@ -41,7 +51,7 @@ Later, `imdbpie` python package would be required. Installation is simple using:
 
 ## Author
 
-**Jelena Banjac** (SW 16/2013) Student of Software Engineering and Information Technologies, University of Novi Sad, Serbia
+**Jelena Banjac** Student of Software Engineering and Information Technologies, University of Novi Sad, Serbia
 
 ## Mentor