{ "gold": { "type": "regression", "R2": 0.9904, "RMSE": 2.2916, "MAE": 1.2252, "unit": "$", "CV_R2": 0.9886, "best_params": { "n_estimators": 200, "min_samples_leaf": 1, "max_depth": 20 } }, "student": { "type": "regression", "R2": 0.8489, "RMSE": 6.0646, "MAE": 4.7104, "unit": "puan", "CV_R2": 0.8373, "best_params": { "n_estimators": 100, "min_samples_leaf": 2, "max_depth": 20 } }, "uber": { "type": "regression", "R2": 0.7775, "RMSE": 4.6446, "MAE": 2.2872, "unit": "$", "CV_R2": 0.7859, "best_params": { "n_estimators": 50, "min_samples_leaf": 1, "max_depth": null } }, "mobile": { "type": "classification", "Accuracy": 0.8125, "Precision": 0.8184, "Recall": 0.8125, "F1": 0.8142, "CV_Accuracy": 0.8069, "best_params": { "n_estimators": 100, "min_samples_leaf": 2, "max_depth": 20 } }, "wine": { "type": "classification", "Accuracy": 0.675, "Precision": 0.6425, "Recall": 0.675, "F1": 0.6562, "CV_Accuracy": 0.6896, "best_params": { "n_estimators": 300, "min_samples_leaf": 1, "max_depth": 20 } }, "churn": { "type": "classification", "Accuracy": 0.7889, "Precision": 0.7771, "Recall": 0.7889, "F1": 0.7796, "CV_Accuracy": 0.7991, "best_params": { "n_estimators": 200, "min_samples_leaf": 1, "max_depth": 20 } }, "nba": { "type": "clustering", "Silhouette": 0.452, "n_clusters": 3 }, "creditcard": { "type": "clustering", "Silhouette": 0.5309, "n_clusters": 3 }, "spotify": { "type": "clustering", "Silhouette": 0.3269, "n_clusters": 4 }, "mask": { "type": "classification", "Accuracy": 0.825, "Precision": 0.8249, "Recall": 0.825, "F1": 0.8244, "CV_Accuracy": 0.8187 }, "sms": { "type": "classification", "Accuracy": 0.9803, "Precision": 0.9807, "Recall": 0.9803, "F1": 0.9796 }, "imdb_sentiment": { "type": "classification", "Accuracy": 0.873, "Precision": 0.8741, "Recall": 0.873, "F1": 0.8729 }, "fake_news": { "type": "classification", "Accuracy": 0.9756, "Precision": 0.9758, "Recall": 0.9756, "F1": 0.9756 }, "movie_rec": { "type": "none", "note": "İçerik tabanlı (unsupervised) öneri sistemi — accuracy/R² gibi tek bir başarı metriği yoktur." }, "book_rec": { "type": "none", "note": "İçerik tabanlı (unsupervised) öneri sistemi — tek bir başarı metriği yoktur." }, "song_rec": { "type": "none", "note": "İçerik tabanlı (unsupervised) öneri sistemi — tek bir başarı metriği yoktur." }, "stock": { "type": "regression", "R2": 0.975, "RMSE": 4.1682, "MAE": 2.959, "unit": "$" }, "weather": { "type": "regression", "R2": 0.912, "RMSE": 1.6784, "MAE": 1.2744, "unit": "°C" }, "walmart": { "type": "regression", "R2": 0.7669, "RMSE": 91283.4797, "MAE": 79987.0904, "unit": "$" }, "social_media_viz": { "type": "none", "note": "Bu sekmede eğitilen bir model yok, sadece görselleştirme var." }, "co2_viz": { "type": "none", "note": "Bu sekmede eğitilen bir model yok, sadece görselleştirme var." }, "ecommerce_viz": { "type": "none", "note": "Bu sekmede eğitilen bir model yok, sadece görselleştirme var." }, "pneumonia": { "type": "deep_learning", "Accuracy": 0.9331, "Val_Accuracy": 0.925, "Loss": 0.1816 }, "face_emotion": { "type": "deep_learning", "Accuracy": 0.6573, "Val_Accuracy": 0.6542, "Loss": 0.7471 }, "text_gen": { "type": "none", "note": "Markov Zinciri üretken (generative) bir modeldir — doğruluk/hata metriğiyle değil, üretilen metnin akıcılığıyla değerlendirilir." } }