diff --git a/models/DecisionTreeRegressor.pkl b/models/DecisionTreeRegressor.pkl
deleted file mode 100644
index b5f47eb..0000000
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diff --git a/models/DecisionTreeRegressor_model.pkl b/models/DecisionTreeRegressor_model.pkl
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diff --git a/models/DecisionTreeRegressor_x_test.csv b/models/DecisionTreeRegressor_x_test.csv
deleted file mode 100644
index 17e6266..0000000
--- a/models/DecisionTreeRegressor_x_test.csv
+++ /dev/null
@@ -1,3477 +0,0 @@
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diff --git a/models/DecisionTreeRegressor_x_train.csv b/models/DecisionTreeRegressor_x_train.csv
deleted file mode 100644
index 1923772..0000000
--- a/models/DecisionTreeRegressor_x_train.csv
+++ /dev/null
@@ -1,13904 +0,0 @@
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diff --git a/models/LinearRegression.pkl b/models/LinearRegression.pkl
deleted file mode 100644
index d4a5ac9..0000000
Binary files a/models/LinearRegression.pkl and /dev/null differ
diff --git a/models/LinearRegression_x_test.csv b/models/LinearRegression_x_test.csv
deleted file mode 100644
index 17e6266..0000000
--- a/models/LinearRegression_x_test.csv
+++ /dev/null
@@ -1,3477 +0,0 @@
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diff --git a/models/LinearRegression_x_train.csv b/models/LinearRegression_x_train.csv
deleted file mode 100644
index 1923772..0000000
--- a/models/LinearRegression_x_train.csv
+++ /dev/null
@@ -1,13904 +0,0 @@
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diff --git a/models/x_test.csv b/models/x_test.csv
deleted file mode 100644
index 17e6266..0000000
--- a/models/x_test.csv
+++ /dev/null
@@ -1,3477 +0,0 @@
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diff --git a/models/x_train.csv b/models/x_train.csv
deleted file mode 100644
index 1923772..0000000
--- a/models/x_train.csv
+++ /dev/null
@@ -1,13904 +0,0 @@
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-1,0,1,2,0.36,0.3333,0.57,0.2836,13,3,0
-4,0,1,1,0.6,0.5455,0.88,0.0,4,9,0
-4,0,1,3,0.34,0.303,0.71,0.3284,5,11,0
-3,0,1,1,0.72,0.6667,0.51,0.194,17,9,1
-2,0,1,3,0.5,0.4848,0.82,0.194,4,6,1
-1,0,1,1,0.36,0.3333,0.34,0.2836,15,1,1
-1,0,1,3,0.22,0.197,0.87,0.3284,12,12,1
-4,0,1,2,0.4,0.4091,0.54,0.1642,15,11,1
-1,0,0,1,0.14,0.1061,0.46,0.4179,21,1,0
-2,0,0,1,0.64,0.6212,0.53,0.194,18,6,1
-4,0,1,1,0.5,0.4848,0.45,0.5821,13,10,0
-1,0,0,1,0.04,0.0758,0.57,0.1045,0,1,0
-3,0,1,1,0.66,0.6061,0.83,0.0896,2,8,1
-4,0,1,1,0.38,0.3939,0.46,0.2836,14,12,0
-3,0,1,1,0.46,0.4545,0.72,0.1045,1,9,1
-3,0,1,2,0.76,0.7121,0.58,0.2239,14,8,0
-1,0,1,3,0.34,0.3636,0.87,0.0,17,2,1
-2,0,0,1,0.4,0.4091,0.28,0.2537,1,4,1
-3,0,1,1,0.64,0.6061,0.69,0.1045,4,8,1
-2,0,0,1,0.6,0.6061,0.6,0.2537,10,5,1
-2,0,0,1,0.36,0.3636,0.76,0.1045,4,4,0
-4,0,1,2,0.6,0.5152,0.94,0.1343,6,10,1
-3,0,1,2,0.9,0.7727,0.24,0.194,16,7,1
-1,0,1,3,0.36,0.3788,0.93,0.0,8,12,0
-3,0,1,2,0.54,0.5152,0.88,0.194,6,9,0
-2,0,1,1,0.7,0.6364,0.34,0.2537,7,6,0
-3,0,1,3,0.6,0.5,1.0,0.194,0,9,0
-2,0,0,1,0.6,0.6212,0.53,0.2985,23,6,1
-3,0,1,1,0.72,0.6818,0.7,0.2836,23,8,1
-1,1,0,3,0.18,0.1818,0.59,0.194,19,1,0
-4,0,1,3,0.54,0.5152,1.0,0.0896,6,10,0
-3,0,1,1,0.64,0.6212,0.53,0.1642,0,8,0
-4,0,1,2,0.5,0.4848,0.72,0.1642,19,10,1
-2,0,1,2,0.56,0.5303,0.94,0.2537,5,4,0
-2,0,1,2,0.32,0.3182,0.49,0.1642,8,3,0
-2,0,1,1,0.42,0.4242,0.38,0.0896,22,4,0
-4,0,1,1,0.3,0.3182,0.93,0.0896,6,12,0
-4,0,1,3,0.3,0.2727,0.75,0.3881,10,11,1
-4,0,1,1,0.26,0.2879,0.75,0.0896,2,11,1
-3,0,1,1,0.76,0.6818,0.4,0.2985,18,8,0
-4,0,1,1,0.34,0.3636,0.87,0.0,23,11,0
-1,0,1,1,0.22,0.2424,0.44,0.1045,22,12,0
-4,0,1,2,0.64,0.5758,0.89,0.194,9,9,0
-2,0,0,3,0.62,0.5758,0.83,0.0,22,5,1
-1,0,1,1,0.42,0.4242,0.94,0.1343,2,1,1
-1,0,1,2,0.24,0.2273,0.87,0.2239,3,12,1
-1,0,1,2,0.3,0.2879,0.61,0.2239,3,12,0
-1,0,1,1,0.3,0.2727,0.49,0.4179,0,2,0
-4,0,0,1,0.4,0.4091,0.35,0.2836,12,11,0
-2,0,1,2,0.54,0.5152,0.64,0.2537,19,4,1
-1,0,1,1,0.34,0.3182,0.46,0.2239,3,2,0
-3,0,0,1,0.72,0.6667,0.54,0.2836,23,7,0
-1,0,0,2,0.18,0.197,0.51,0.1642,0,1,0
-3,0,1,1,0.62,0.6212,0.57,0.1343,22,8,0
-4,0,1,2,0.52,0.5,0.77,0.194,23,10,0
-3,0,0,1,0.88,0.7727,0.3,0.2537,11,6,1
-1,0,1,1,0.34,0.3333,0.25,0.1343,19,2,1
-4,0,0,1,0.4,0.4091,0.66,0.2239,13,12,0
-3,0,1,1,0.72,0.6818,0.7,0.1642,6,7,1
-2,0,0,2,0.36,0.3485,0.87,0.194,8,3,1
-2,0,0,2,0.66,0.6212,0.69,0.3582,18,5,1
-1,0,1,1,0.2,0.1818,0.32,0.3284,6,2,0
-2,0,0,1,0.62,0.5758,0.83,0.0,5,6,0
-1,0,1,1,0.36,0.3333,0.53,0.2537,13,3,0
-2,0,1,1,0.52,0.5,0.88,0.1642,6,5,0
-3,1,0,1,0.66,0.5909,0.89,0.1045,2,9,1
-4,0,1,2,0.32,0.3485,0.57,0.0,10,12,0
-2,1,0,1,0.8,0.7576,0.55,0.2985,19,5,1
-1,0,0,1,0.26,0.2121,0.44,0.4627,18,12,1
-4,0,1,2,0.6,0.6061,0.64,0.1045,0,10,1
-2,0,0,1,0.58,0.5455,0.78,0.194,18,4,0
-2,0,1,1,0.44,0.4394,0.24,0.194,4,4,1
-1,0,1,1,0.42,0.4242,0.38,0.2985,11,3,1
-1,0,1,3,0.4,0.4091,0.87,0.194,1,12,0
-1,0,1,1,0.42,0.4242,0.77,0.3582,7,3,1
-1,0,1,1,0.54,0.5152,0.77,0.0,22,3,1
-1,0,0,1,0.32,0.3333,0.57,0.0896,4,1,1
-2,0,1,1,0.6,0.6061,0.64,0.2836,22,3,1
-3,0,0,2,0.8,0.7576,0.55,0.2239,11,9,1
-1,0,1,1,0.24,0.2424,0.56,0.1343,2,1,1
-2,0,1,1,0.6,0.6212,0.56,0.1045,0,6,0
-2,0,1,1,0.7,0.6364,0.39,0.0,2,6,0
-2,0,1,1,0.42,0.4242,0.38,0.0896,23,4,1
-1,0,1,1,0.26,0.2273,0.48,0.3284,23,2,0
-2,0,1,1,0.26,0.2576,0.65,0.1642,22,3,0
-2,0,1,1,0.44,0.4394,0.54,0.194,3,5,0
-1,0,0,1,0.08,0.0909,0.53,0.194,4,1,0
-2,0,1,1,0.54,0.5152,0.39,0.3284,9,4,0
-1,0,0,2,0.44,0.4394,0.67,0.2537,21,1,1
-4,0,1,2,0.6,0.5,1.0,0.194,2,9,0
-4,0,1,1,0.52,0.5,0.83,0.1045,2,9,0
-3,0,1,2,0.74,0.6818,0.55,0.194,9,8,0
-3,0,0,2,0.64,0.5606,0.94,0.1642,5,8,0
-2,0,0,2,0.4,0.4091,0.82,0.4179,7,4,0
-1,0,1,2,0.24,0.2424,0.48,0.1642,12,2,0
-1,0,1,2,0.34,0.3182,0.71,0.2836,20,3,0
-4,0,0,1,0.24,0.2273,0.6,0.2537,10,12,0
-4,0,1,2,0.3,0.2879,0.49,0.2239,8,11,1
-2,0,1,3,0.3,0.2727,0.81,0.3582,16,4,1
-3,0,1,1,0.6,0.5909,0.73,0.2239,4,8,1
-3,0,1,2,0.72,0.697,0.74,0.2537,8,7,0
-4,0,0,2,0.36,0.3636,1.0,0.1045,21,12,1
-4,0,1,3,0.62,0.5455,0.94,0.1045,15,9,0
-2,0,1,1,0.46,0.4545,0.88,0.0896,9,4,1
-2,0,1,1,0.66,0.6212,0.34,0.1343,17,5,1
-3,0,1,1,0.8,0.7273,0.43,0.2836,12,8,0
-1,0,1,1,0.24,0.197,0.65,0.4179,7,2,0
-4,0,1,2,0.52,0.5,0.83,0.1642,8,10,1
diff --git a/src/experiment_tracking.py b/src/experiment_tracking.py
index 6d4dfa1..0cccf72 100644
--- a/src/experiment_tracking.py
+++ b/src/experiment_tracking.py
@@ -54,11 +54,16 @@ def train_and_log_model(
     Returns:
         run_id: The ID of the MLflow run.
     """
+    # Ensure the models directory exists
+    models_dir = os.path.join(os.getcwd(), "models")
+    os.makedirs(models_dir, exist_ok=True)
+
     with mlflow.start_run(run_name=model_name) as run:
         mlflow.set_tag("model", model_name)
 
-        # Log the full dataset as an artifact
-        mlflow.log_artifact(dataset_path, artifact_path="data")
+        if dataset_path:
+            # Log the full dataset as an artifact
+            mlflow.log_artifact(dataset_path, artifact_path="data")
 
         # Save and log the training dataset as a CSV file
         train_csv_path = os.path.join(models_dir, f"{model_name}_x_train.csv")
@@ -103,6 +108,7 @@ def train_and_log_model(
         return run.info.run_id
 
 
+
 def main():
     """Main function to load data, train models, and log to MLflow."""
     # Path to the dataset
diff --git a/src/models/DecisionTreeRegressor.pkl b/src/models/DecisionTreeRegressor.pkl
deleted file mode 100644
index ded8be1..0000000
Binary files a/src/models/DecisionTreeRegressor.pkl and /dev/null differ
diff --git a/src/models/DecisionTreeRegressor_x_test.csv b/src/models/DecisionTreeRegressor_x_test.csv
deleted file mode 100644
index 17e6266..0000000
--- a/src/models/DecisionTreeRegressor_x_test.csv
+++ /dev/null
@@ -1,3477 +0,0 @@
-season,holiday,workingday,weathersit,temp,atemp,hum,windspeed,hr,mnth,yr
-3,0,0,1,0.8,0.697,0.27,0.194,19,6,1
-1,1,0,1,0.24,0.2273,0.41,0.2239,20,1,1
-4,0,1,1,0.32,0.303,0.66,0.2836,2,10,0
-2,0,1,1,0.78,0.7121,0.52,0.3582,19,5,1
-1,0,1,1,0.26,0.2273,0.56,0.3881,0,1,0
-1,0,1,1,0.44,0.4394,0.72,0.2836,0,2,0
-2,0,1,1,0.72,0.6667,0.58,0.1343,18,5,1
-4,0,0,1,0.26,0.303,0.87,0.0,7,12,0
-1,0,1,1,0.5,0.4848,0.68,0.194,2,3,1
-4,0,1,1,0.42,0.4242,0.71,0.2239,5,10,0
-1,0,1,1,0.18,0.1818,0.55,0.194,0,12,1
-2,0,1,1,0.32,0.3182,0.76,0.194,22,4,1
-2,0,0,2,0.72,0.6515,0.37,0.1045,16,6,1
-2,0,1,2,0.54,0.5152,0.77,0.194,4,6,1
-3,0,0,2,0.56,0.5303,0.64,0.194,17,9,0
-2,0,1,2,0.4,0.4091,0.58,0.2985,8,3,0
-1,0,1,2,0.12,0.1212,0.5,0.2836,8,1,0
-4,0,0,2,0.36,0.3788,0.71,0.0,14,12,1
-4,0,0,1,0.44,0.4394,0.62,0.2537,6,9,1
-2,0,1,1,0.66,0.6212,0.31,0.1343,17,5,1
-1,0,0,1,0.2,0.2121,0.64,0.1343,3,1,0
-3,0,1,2,0.6,0.5758,0.78,0.1343,6,8,1
-1,0,0,3,0.42,0.4242,0.88,0.2537,19,1,0
-3,0,1,1,0.82,0.803,0.59,0.0,10,7,0
-4,0,1,1,0.52,0.5,0.63,0.3284,22,12,0
-4,0,1,1,0.36,0.3636,0.76,0.0896,6,10,1
-2,0,1,2,0.62,0.5758,0.83,0.0,2,5,1
-1,0,1,1,0.44,0.4394,0.72,0.1343,15,1,1
-1,0,0,2,0.16,0.1364,0.47,0.3881,4,1,1
-4,0,1,2,0.44,0.4394,0.33,0.2985,6,12,0
-4,0,1,2,0.3,0.3182,0.81,0.1045,3,10,1
-3,0,1,1,0.66,0.6212,0.65,0.2239,1,7,1
-2,0,1,1,0.52,0.5,0.4,0.3284,20,5,1
-1,0,0,1,0.16,0.1515,0.47,0.2239,23,1,1
-3,0,1,1,0.66,0.6212,0.69,0.0,0,8,1
-3,0,1,2,0.78,0.7424,0.62,0.1343,17,8,1
-4,0,1,3,0.62,0.5455,0.94,0.0896,4,9,0
-4,0,1,1,0.38,0.3939,0.58,0.3881,19,11,0
-2,0,1,3,0.64,0.6061,0.73,0.2836,21,5,1
-3,0,1,1,0.7,0.6515,0.61,0.194,21,8,1
-3,0,0,2,0.64,0.6212,0.36,0.2836,18,9,1
-3,0,1,1,0.7,0.6515,0.7,0.1343,10,9,0
-3,0,0,1,0.72,0.6667,0.51,0.1642,22,7,0
-1,0,1,2,0.3,0.2879,0.65,0.2239,4,12,0
-3,0,1,1,0.72,0.697,0.74,0.1343,8,7,1
-2,0,0,1,0.56,0.5303,0.32,0.0896,20,4,1
-4,0,1,1,0.62,0.6061,0.61,0.194,11,9,0
-2,0,1,3,0.34,0.303,0.61,0.2985,9,4,0
-1,0,0,1,0.24,0.2879,0.65,0.0,23,2,0
-3,0,1,2,0.64,0.5758,0.89,0.1343,6,7,0
-3,0,1,1,0.56,0.5303,0.6,0.1045,21,9,1
-1,0,1,1,0.52,0.5,0.32,0.3881,17,2,1
-3,0,0,1,0.76,0.6667,0.37,0.2836,14,8,1
-1,0,1,1,0.3,0.303,0.39,0.1642,20,1,1
-2,0,1,1,0.64,0.6212,0.27,0.2836,14,4,1
-4,0,1,1,0.32,0.3333,0.81,0.0896,23,11,1
-4,0,1,3,0.58,0.5455,0.88,0.1343,9,10,1
-3,0,1,1,0.64,0.5606,0.94,0.0,12,9,0
-2,0,1,3,0.56,0.5303,0.88,0.1045,6,5,1
-3,0,1,1,0.72,0.697,0.74,0.4179,20,7,0
-1,0,1,2,0.34,0.3485,0.87,0.0896,15,1,1
-2,0,0,1,0.58,0.5455,0.68,0.0,0,3,1
-3,0,1,1,0.68,0.6364,0.61,0.2836,9,8,0
-1,0,1,1,0.52,0.5,0.36,0.3284,14,3,1
-2,0,1,1,0.64,0.6061,0.73,0.0896,8,6,0
-4,0,1,1,0.3,0.2879,0.45,0.2239,19,11,0
-3,0,1,1,0.54,0.5152,1.0,0.0,0,9,0
-3,0,1,1,0.7,0.6667,0.74,0.2836,23,6,0
-2,0,1,1,0.7,0.6515,0.61,0.4179,12,4,0
-2,0,1,1,0.78,0.7121,0.49,0.2836,15,5,0
-3,0,1,1,0.68,0.6364,0.79,0.194,22,7,1
-2,0,1,1,0.56,0.5303,0.52,0.194,10,5,0
-1,0,1,3,0.22,0.2576,0.87,0.0896,16,1,1
-1,0,1,1,0.32,0.3182,0.39,0.194,18,3,0
-4,0,1,2,0.5,0.4848,0.77,0.1343,12,11,0
-4,0,0,1,0.42,0.4242,0.58,0.0896,11,11,0
-1,0,1,2,0.18,0.2424,0.51,0.0,9,1,0
-1,0,1,1,0.56,0.5303,0.49,0.3284,22,3,1
-1,0,0,1,0.56,0.5303,0.64,0.194,20,3,1
-2,0,0,1,0.72,0.6667,0.58,0.1045,23,6,1
-4,0,1,1,0.4,0.4091,0.4,0.1642,17,11,1
-4,0,0,2,0.5,0.4848,0.63,0.3582,4,10,1
-1,0,1,1,0.2,0.2121,0.8,0.1343,5,1,1
-3,0,1,1,0.54,0.5152,0.68,0.1045,23,9,1
-1,0,1,1,0.28,0.2727,0.7,0.2537,8,3,0
-4,0,1,1,0.32,0.3485,0.87,0.0,8,11,0
-2,0,1,1,0.6,0.5909,0.69,0.2537,23,3,1
-4,0,1,3,0.54,0.5152,0.77,0.0,23,10,1
-3,0,1,1,0.7,0.6515,0.54,0.2985,14,9,1
-2,0,1,1,0.56,0.5303,0.83,0.0,7,5,1
-3,0,0,1,0.74,0.697,0.66,0.0896,9,7,0
-1,0,0,1,0.22,0.2273,0.69,0.1343,1,12,0
-2,0,1,1,0.34,0.303,0.25,0.2985,13,3,0
-1,0,0,1,0.42,0.4242,0.44,0.3881,17,1,1
-3,0,0,1,0.72,0.7121,0.84,0.1343,2,8,1
-1,0,0,1,0.42,0.4242,0.44,0.4627,9,3,0
-1,0,1,1,0.3,0.303,0.52,0.1642,16,12,0
-3,0,1,1,0.82,0.7424,0.41,0.194,9,7,0
-1,0,0,2,0.16,0.1515,0.74,0.2239,6,1,1
-1,0,0,1,0.22,0.2273,0.41,0.194,18,1,1
-1,0,1,1,0.22,0.197,0.37,0.3284,10,1,0
-1,0,1,1,0.04,0.0606,0.45,0.1343,9,1,1
-2,0,0,1,0.66,0.6212,0.36,0.194,14,5,1
-1,0,1,2,0.36,0.3333,0.66,0.2537,23,12,0
-4,0,0,2,0.4,0.4091,0.62,0.194,12,10,0
-1,0,0,3,0.16,0.1818,0.93,0.1045,8,1,0
-1,0,1,1,0.2,0.197,0.69,0.2537,7,2,1
-1,0,0,1,0.22,0.2273,0.69,0.1343,18,1,0
-2,0,1,1,0.74,0.6818,0.55,0.3582,16,5,1
-2,0,1,2,0.56,0.5303,0.68,0.3284,23,5,0
-3,0,1,2,0.82,0.7727,0.52,0.2836,14,6,0
-1,0,1,1,0.22,0.2121,0.44,0.2537,22,2,0
-2,0,1,1,0.62,0.5758,0.83,0.0896,1,5,1
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diff --git a/src/models/DecisionTreeRegressor_x_train.csv b/src/models/DecisionTreeRegressor_x_train.csv
deleted file mode 100644
index 1923772..0000000
--- a/src/models/DecisionTreeRegressor_x_train.csv
+++ /dev/null
@@ -1,13904 +0,0 @@
-season,holiday,workingday,weathersit,temp,atemp,hum,windspeed,hr,mnth,yr
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diff --git a/src/models/LinearRegression.pkl b/src/models/LinearRegression.pkl
deleted file mode 100644
index d61afbd..0000000
Binary files a/src/models/LinearRegression.pkl and /dev/null differ
diff --git a/src/models/LinearRegression_x_test.csv b/src/models/LinearRegression_x_test.csv
deleted file mode 100644
index 17e6266..0000000
--- a/src/models/LinearRegression_x_test.csv
+++ /dev/null
@@ -1,3477 +0,0 @@
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diff --git a/src/models/LinearRegression_x_train.csv b/src/models/LinearRegression_x_train.csv
deleted file mode 100644
index 1923772..0000000
--- a/src/models/LinearRegression_x_train.csv
+++ /dev/null
@@ -1,13904 +0,0 @@
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diff --git a/src/models/x_test.csv b/src/models/x_test.csv
deleted file mode 100644
index 17e6266..0000000
--- a/src/models/x_test.csv
+++ /dev/null
@@ -1,3477 +0,0 @@
-season,holiday,workingday,weathersit,temp,atemp,hum,windspeed,hr,mnth,yr
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diff --git a/src/models/x_train.csv b/src/models/x_train.csv
deleted file mode 100644
index 1923772..0000000
--- a/src/models/x_train.csv
+++ /dev/null
@@ -1,13904 +0,0 @@
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diff --git a/tests/unit-test/test_model_training.py b/tests/unit-test/test_model_training.py
new file mode 100644
index 0000000..8fbe07e
--- /dev/null
+++ b/tests/unit-test/test_model_training.py
@@ -0,0 +1,111 @@
+import os
+import unittest
+import pandas as pd
+from sklearn.linear_model import LinearRegression
+from sklearn.tree import DecisionTreeRegressor
+from sklearn.model_selection import train_test_split
+from mlflow.tracking import MlflowClient
+from src.experiment_tracking import train_and_log_model, main
+
+# Constants
+FEATURES = [
+    "season",
+    "holiday",
+    "workingday",
+    "weathersit",
+    "temp",
+    "atemp",
+    "hum",
+    "windspeed",
+    "hr",
+    "mnth",
+    "yr",
+]
+
+class TestModelTraining(unittest.TestCase):
+
+    def setUp(self):
+        # Create a small sample dataset for testing
+        self.X = pd.DataFrame({
+            'season': [1, 2, 3, 4],
+            'holiday': [0, 0, 1, 0],
+            'workingday': [1, 1, 0, 0],
+            'weathersit': [1, 2, 3, 4],
+            'temp': [0.24, 0.75, 0.50, 0.30],
+            'atemp': [0.2879, 0.8, 0.55, 0.35],
+            'hum': [0.81, 0.5, 0.7, 0.9],
+            'windspeed': [0.0, 0.1, 0.2, 0.3],
+            'hr': [0, 12, 23, 6],
+            'mnth': [1, 6, 12, 7],
+            'yr': [0, 1, 0, 1]
+        })
+        self.y = pd.Series([10, 50, 30, 20])  # Target variable
+        self.dummy_dataset_path = "/tmp/dummy_dataset.csv"  # Dummy path for testing
+
+        # Save dummy dataset
+        pd.concat([self.X, self.y.rename('cnt')], axis=1).to_csv(self.dummy_dataset_path, index=False)
+
+        # Ensure the models directory exists
+        self.models_dir = os.path.join(os.getcwd(), "models")
+        os.makedirs(self.models_dir, exist_ok=True)
+
+    def tearDown(self):
+        # Clean up any created files or directories after each test
+        if os.path.exists(self.models_dir):
+            for file in os.listdir(self.models_dir):
+                file_path = os.path.join(self.models_dir, file)
+                os.remove(file_path)
+            os.rmdir(self.models_dir)
+        # Remove the dummy dataset
+        if os.path.exists(self.dummy_dataset_path):
+            os.remove(self.dummy_dataset_path)
+
+    def test_train_and_log_linear_regression(self):
+        # Test Linear Regression training and logging using the sample dataset
+        X_train, X_test, y_train, y_test = train_test_split(self.X, self.y, test_size=0.25, random_state=42)
+        lr_model = LinearRegression(n_jobs=1)
+        lr_run_id = train_and_log_model(lr_model, "UnitTestLinearRegression", X_train, X_test, y_train, y_test, self.dummy_dataset_path)
+
+        # Verify if run_id is returned and exists
+        self.assertIsNotNone(lr_run_id)
+        self.assertIsInstance(lr_run_id, str)
+
+    def test_train_and_log_decision_tree_regressor(self):
+        # Test Decision Tree Regressor training and logging using the sample dataset
+        X_train, X_test, y_train, y_test = train_test_split(self.X, self.y, test_size=0.25, random_state=42)
+        dt_model = DecisionTreeRegressor()
+        dt_run_id = train_and_log_model(dt_model, "UnitTestDecisionTreeRegressor", X_train, X_test, y_train, y_test, self.dummy_dataset_path)
+
+        # Verify if run_id is returned and exists
+        self.assertIsNotNone(dt_run_id)
+        self.assertIsInstance(dt_run_id, str)
+
+    def test_main_function(self):
+        # Test the main function of experiment_tracking.py
+        try:
+            main()  # Simply check if it runs without errors
+        except Exception as e:
+            self.fail(f"main() raised an exception: {e}")
+
+    def test_model_registration(self):
+        # Test model registration and transitioning to production
+        client = MlflowClient()
+
+        # Verify if Linear Regression model has been registered and transitioned to Production
+        lr_registered_model = client.get_registered_model("LinearRegression_registered")
+        self.assertIsNotNone(lr_registered_model)
+
+        # Verify the model version exists and is in the Production stage
+        lr_versions = client.search_model_versions(f"name='{lr_registered_model.name}'")
+        self.assertTrue(any(version.current_stage == "Production" for version in lr_versions))
+
+        # Verify if Decision Tree Regressor model has been registered and transitioned to Production
+        dt_registered_model = client.get_registered_model("DecisionTreeRegressor_registered")
+        self.assertIsNotNone(dt_registered_model)
+
+        # Verify the model version exists and is in the Production stage
+        dt_versions = client.search_model_versions(f"name='{dt_registered_model.name}'")
+        self.assertTrue(any(version.current_stage == "Production" for version in dt_versions))
+
+if __name__ == '__main__':
+    unittest.main()