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als-collaborative-filtering-model-yambda

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Mô hình Collaborative Filtering (ALS) cho EchoVerse (YAMBDA Dataset)

Thông tin mô hình

  • Tên: als_model
  • Ngày huấn luyện: 2025-07-23 11:24:44
  • Framework: implicit-als
  • Factors: 334
  • Regularization: 0.012561043700013555
  • Iterations: 227
  • Alpha: 146.3233409588229
  • Random State: 42
  • Top K Recommendations: 10
  • Train Ratio: 0.6
  • Validation Ratio: 0.2
  • Test Ratio: 0.2

Hiệu suất mô hình

  • test_precision_at_k: 0.0337
  • test_map_at_k: 0.0032
  • test_ndcg_at_k: 0.0378
  • best_optuna_map_at_k: 0.0031
  • best_optuna_params:
    • factors: 334
    • regularization: 0.012561043700013555
    • iterations: 227
    • alpha: 146.3233409588229
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