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Wide and deep 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: 0.5374
  • best_valid_auc: 0.8049
  • best_valid_accuracy: 0.7268
  • epochs_ran: 16.0000

Examples

Top scored held-out rows:

userId title genres rating predicted_like_probability
6 Lord of the Rings: The Fellowship of the Ring, The (2001) Adventure Fantasy 3
6 Indiana Jones and the Temple of Doom (1984) Action Adventure Fantasy
14 Crackerjack (2002) Comedy 5 0.998788
6 Dances with Wolves (1990) Adventure Drama Western
6 Election (1999) Comedy 3 0.997379
6 Planet of the Apes (1968) Action Drama Sci-Fi
6 Star Wars: Episode I - The Phantom Menace (1999) Action Adventure Sci-Fi
14 Brewster's Millions (1985) Comedy 5 0.99518
14 One Crazy Summer (1986) Comedy 5 0.994031
14 Stars and Bars (1988) Action Comedy Romance

Checkpoint size

file size MB
best.pt 67.70