Update utils.py

utils.py

@@ -77,7 +77,7 @@ pipeline_data = {
                 "Design Web Scraping or use APIs?"
             ]
         },
-        "📜 Data \\Usage": {
+        "📜 Data Usage": {
             "explain_text": "**📜 Data Usage:** How should the data be used, given any license or permission constraints?",
             "sub_decisions": [
                 "Ethical concerns to be addressed?",
@@ -177,8 +177,8 @@ pipeline_data = {
                 "Fine-tune or use as feature extractors?"
             ]
         },
-        "⚡ Hyperparameters": {
-            "explain_text": "**⚡ Hyperparameters:** How to optimize model hyperparameters?",
+        "⚡ Hyperparams": {
+            "explain_text": "**⚡ Hyperparams:** How to optimize model hyperparameters?",
             "sub_decisions": [
                 "Grid search vs random search vs Bayesian?",
                 "How many trials and folds to run?",
@@ -212,8 +212,8 @@ pipeline_data = {
                 "Does it align with evaluation metrics?"
             ]
         },
-        "🚀 Optimization Method": {
-            "explain_text": "**🚀 Optimization Method:** Which optimization algorithm should be used?",
+        "🚀 Optimization": {
+            "explain_text": "**🚀 Optimization:** Which optimization algorithm should be used?",
             "sub_decisions": [
                 "SGD vs Adam vs RMSProp?",
                 "What learning rate schedule?",