Update README.md

Readme revised version

README.md

@@ -31,7 +31,7 @@ This repository contains the **production-ready model artifacts** used by the pu
 
 ---
 
-## 🔍 What’s inside this repository
+##  What’s inside this repository
 
 ### Model artifacts
 - `home_goals_model.pkl`  
@@ -50,7 +50,7 @@ This repository contains the **production-ready model artifacts** used by the pu
 
 ---
 
-## 🧠 Modeling approach
+##  Modeling approach
 
 ### Model type
 - **Poisson Generalized Linear Models (GLM)**  
@@ -65,13 +65,13 @@ This repository contains the **production-ready model artifacts** used by the pu
 ### Outcome probabilities
 Win / Draw / Loss probabilities are derived from the joint scoreline distribution:
 
-\[
+```bash
 P(H=i, A=j) = \text{Poisson}(i|\lambda_H) \times \text{Poisson}(j|\lambda_A)
-\]
+
 
 ---
 
-## 📊 Features used (leakage-safe)
+##  Features used (leakage-safe)
 
 All features are **computed strictly from matches played before kickoff**.
 
@@ -81,9 +81,9 @@ This design prevents **data leakage** and supports reliable backtesting.
 
 ---
 
-## 🚀 Quickstart (Python)
+##  Quickstart (Python)
 
-### 1️⃣ Install dependencies
+###  Install dependencies
 
 ```bash
 from huggingface_hub import hf_hub_download