Update tasks.py

tasks.py

@@ -1,21 +1,37 @@
 from invoke import task
+import preprocess
+import train
+import results
+import predict
+
 
 @task
 def preprocess(ctx):
     print("Running preprocess step...")
     # Add invoke logic for preprocessing
+    preprocess.run_preprocessing()
+
 
 @task
 def train(ctx):
     print("Running training step...")
     # Add invoke logic for training
+    best_params = train.run_training(max_depth=10, min_samples_split=2)
+    print(f"Best Parameters: {best_params}")
+    
+    analyze(ctx)
 
-@task
-def predict(ctx):
-    print("Running prediction step...")
-    # Add invoke logic for prediction
 
 @task
 def analyze(ctx):
     print("Running analysis step...")
-    # Add invoke logic for result analysis
+    # Add invoke logic for result analysis
+    results.evaluate_results()
+
+
+@task
+def predict(ctx):
+    print("Running prediction step...")
+    # Add invoke logic for prediction
+    predict.run_prediction()
+