batmandoescalc · Kingk1342 · Feb 11, 2026 · Feb 26, 2026 · Feb 26, 2026 · Mar 11, 2026
diff --git a/.gitignore b/.gitignore
@@ -1,3 +1,4 @@
 setup_env.py
 3000-env
-.DS_Store
+.DS_Store
+.venv/
diff --git a/__pycache__/mod02_build_bot_predictor.cpython-313.pyc b/__pycache__/mod02_build_bot_predictor.cpython-313.pyc
diff --git a/__pycache__/mod06_deanonymize.cpython-313.pyc b/__pycache__/mod06_deanonymize.cpython-313.pyc
diff --git a/mod02_build_bot_predictor.py b/mod02_build_bot_predictor.py
@@ -8,14 +8,20 @@
 def train_model(X, y, seed=seed):
     """
     Build a GBM on given data
+
     """
     model = GradientBoostingClassifier(
-        learning_rate=0.1,
-        n_estimators=100,
-        max_depth=8,
-        subsample=1,
-        min_samples_leaf=1,
-        random_state=seed
+        n_estimators=800,
+        max_depth=4,
+        learning_rate=0.03,
+        subsample=0.85,
+        min_samples_leaf=15,
+        min_samples_split=30,
+        max_features="sqrt",
+        validation_fraction=0.15,
+        n_iter_no_change=25,
+        random_state=seed,
     )
+
     model.fit(X, y)
-    return model
+    return model