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DCN report

What ran

  • Loaded MovieLens: 全量数据.
  • Converted ratings into binary labels: rating >= 4.0 means positive.
  • Used user ID, movie ID, movie genres, and timestamp hour bucket.
  • DataLoader workers: 8.
  • Device used: mps.

Metrics

  • best_valid_logloss: 0.5325
  • best_valid_auc: 0.8083
  • best_valid_accuracy: 0.7293
  • epochs_ran: 13.0000

Examples

Top scored held-out rows:

userId title genres rating predicted_like_probability
14 Crackerjack (2002) Comedy 5 0.999593
14 One Crazy Summer (1986) Comedy 5 0.999573
14 Brewster's Millions (1985) Comedy 5 0.998891
14 Love Happy (1949) Comedy 5 0.998311
14 Stars and Bars (1988) Action Comedy Romance
14 Perfectly Normal (1990) Comedy 5 0.995119
6 Lord of the Rings: The Fellowship of the Ring, The (2001) Adventure Fantasy 3
6 Dances with Wolves (1990) Adventure Drama Western
6 Election (1999) Comedy 3 0.986681
50 Clockwork Orange, A (1971) Crime Drama Sci-Fi

Checkpoint size

file size MB
best.pt 66.66