ml-arsenal
Full pipeline of a data science competition
Dependencies
- tensorflow-gpu
- torch
- torchvision
- tensorboard
- Pillow
- opencv-python
- pandas
- numpy
Past Collaborators
TGS: Renan @scherzocrk, Ding Han @DhDiego
Doodle: Venn @wangvenn, SeuTao @SeuTao, earhian @earhian, Tom57 @ThomasTilli, CHAN, wilan @wilanw, Andi Leslie Yan @RedLiN5
Current projects:
- Placement: 5/3291 (Gold Medal)
- Solution Journal
- Kaggle TGS ็ไฝๅๅฒไปปๅก็ฌฌไบๅ่งฃๅณๆนๆก
- Model Performances:
| model | #fold | #models | public LB | private LB | placement |
|---|---|---|---|---|---|
| ResNet34-512 | 1 | 1 | 0.859 | 0.862 | N/A |
| ResNet34-256 | 1 | 1 | 0.868 | 0.870 | N/A |
| ResNet34-128 | 1 | 1 | 0.837 | 0.855 | N/A |
| ResNet34-128 | 1 | 6 | 0.854 | 0.873 | N/A |
| ResNet34-128 | 10 | 60 | 0.869 | 0.884 | N/A |
| SE-ResNeXt-50-BN-128 | 3 | 3 | 0.861 | 0.880 | N/A |
| ResNet34-128+256-post | 1 | 2 | 0.875 | 0.888 | 22 |
| SE-ResNeXt-50-OC-128 | 5 | 15 | 0.869 | 0.889 | 20 |
| SE-ResNeXt-50-OC-256-post | 10 | 95 | 0.881 | 0.892 | 9 |
| ResNet34-256 | 10 | 60 | 0.875 | 0.894 | 8 |
| 2models-2scale-stable-post | 10 | 100 | 0.885 | 0.894 | 5 |
- Placement: 12/1316 (Gold Medal)
- Solution Journal