Kaggle Competition
Statoil/C-CORE Iceberg Classifier Challenge
Ship or iceberg, can you decide from space?
https://www.kaggle.com/c/statoil-iceberg-classifier-challenge
References
To Do
Done
- RS: running Grover's NB, with resnext50, increase image size sequentially (my notebook 7_5_xxx)
- RS: submit that notebook where I had 0.2258
Models
1) Grover's Baseline: resnet18
- valid log_loss = 0.2918
- test log_loss = 0.2932
- bs=32, image sz=75, resize 1.3x
2) resnext50
3) resnext50
- valid log_loss = 0.2508
- test log_loss = 0.2394
- notebook: 7_6_x
- submitted Jan 20
- bs=32, sz=75, resize 1.3, sgdr 5 epochs
- Leaderboard: 2333 of 3309 --> 70.5 percentile
4) resnext50
5)
- valid log_loss = 0.xxxx
- test log_loss = 0.xxx
- notebook: 7_x
- submitted
- bs=32, sz=150, resize 1.3, sgdr 5 epochs
- Leaderboard: 2xxx of xxxx
test ??
- got 0.2258 ? resnext50, more epochs?
Kaggle Rankings
- 1997 of 3310 --> 60th percentile 0.2073
- 1655 of 3310 --> 50th percentile 0.1865
- 984 of 3310 --> 29.7 percentile 0.1498
- 827 of 3310 --> 25th percentile 0.1463
- 19 of 3310 --> 0.6 percentile 0.1002