From c7598c01c85c027fabe8e2ae2dff2b0385d94379 Mon Sep 17 00:00:00 2001
From: Prince Addae <charles.addae@student.uclouvain.be>
Date: Fri, 24 May 2024 17:05:26 +0000
Subject: [PATCH] Update file README.md

---
 README.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 677e7fc0..9ef633ce 100644
--- a/README.md
+++ b/README.md
@@ -66,11 +66,11 @@ The project is organized into the following key components:
 
  - Evaluates different recommendation models using various cross-validation techniques.
 
- - Imports key packages and modules (model_selection and accuracy from Surprise).
+ - Imports key packages and modules (`model_selection` and `accuracy` from Surprise).
 
- - Adapts the load_ratings function to load data in a format compatible with Surprise.
+ - Adapts the `load_ratings` function to load data in a format compatible with Surprise.
 
- - Implements three methods of cross-validation: generate_split_predictions, generate_loo_top_n, and generate_full_top_n. 
+ - Implements three methods of cross-validation: `generate_split_predictions,` `generate_loo_top_n`, and `generate_full_top_n`. 
  
  - Introduces three new metrics: RMSE, hit rate, and novelty.
 
@@ -81,13 +81,13 @@ The project is organized into the following key components:
 
  - Analyzes a smaller version of the dataset for debugging purposes.
 
- - Similar analyses to analytics_ui.ipynb, but on a smaller scale to speed up computation time.
+ - Similar analyses to `analytics_ui.ipynb`, but on a smaller scale to speed up computation time.
 
  8. ***analytics_test.ipynb***
 
  - Analyzes a test dataset to understand algorithm behaviors during development.
 
- - Similar analyses to analytics_ui.ipynb, but on a smaller test dataset to better understand how algorithms work.
+ - Similar analyses to `analytics_ui.ipynb`, but on a smaller test dataset to better understand how algorithms work.
 
 
 ### Datasets
-- 
GitLab