Update README

README.md

@@ -53,12 +53,19 @@ The model will return the predicted housing value.
 
 ## Loading the Model in Python
 ```python
-from huggingface_hub import hf_hub_download
 import joblib
+import requests
+from io import BytesIO
 
-model_path = hf_hub_download(repo_id="mahaqj/ml_assignment_3", filename="best_model.joblib")
-scaler_path = hf_hub_download(repo_id="mahaqj/ml_assignment_3", filename="scaler.joblib")
+# urls to both model and scaler
+model_url = "https://huggingface.co/mahaqj/ml_assignment_3/resolve/main/best_model.joblib"
+scaler_url = "https://huggingface.co/mahaqj/ml_assignment_3/resolve/main/scaler.joblib"
 
-model = joblib.load(model_path)
-scaler = joblib.load(scaler_path)
+# download and load model
+model_bytes = BytesIO(requests.get(model_url).content)
+model = joblib.load(model_bytes)
+
+# download and load scaler
+scaler_bytes = BytesIO(requests.get(scaler_url).content)
+scaler = joblib.load(scaler_bytes)
 ```