From b41db5383b506838f6eb6f65844000123572cd81 Mon Sep 17 00:00:00 2001
From: Lillian-Violet <git@lillianviolet.dev>
Date: Thu, 5 Sep 2024 13:19:42 +0200
Subject: [PATCH] Fixed all typoes in the files, azml_02 finished

---
 azuremlpythonsdk-v2/azml_02_hyperparameters_tuning.py        | 2 +-
 azuremlpythonsdk-v2/diabetes_hyperdrive/diabetes_training.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/azuremlpythonsdk-v2/azml_02_hyperparameters_tuning.py b/azuremlpythonsdk-v2/azml_02_hyperparameters_tuning.py
index 7da730e..2c76e5d 100644
--- a/azuremlpythonsdk-v2/azml_02_hyperparameters_tuning.py
+++ b/azuremlpythonsdk-v2/azml_02_hyperparameters_tuning.py
@@ -108,7 +108,7 @@ def main():
 
     # Register best model
     print(f"Registering Model {best_model_name}")
-    ml_client.models.register(model=model)
+    ml_client.models.create_or_update(model=model)
 
 
 if __name__ == "__main__":
diff --git a/azuremlpythonsdk-v2/diabetes_hyperdrive/diabetes_training.py b/azuremlpythonsdk-v2/diabetes_hyperdrive/diabetes_training.py
index 2c8f785..9aa9b32 100644
--- a/azuremlpythonsdk-v2/diabetes_hyperdrive/diabetes_training.py
+++ b/azuremlpythonsdk-v2/diabetes_hyperdrive/diabetes_training.py
@@ -17,7 +17,7 @@ def main():
     # Input and output arguments
 
     # Get script arguments
-    parser = argparse()
+    parser = argparse.ArgumentParser()
 
     # Input dataset
     parser.add_argument(