A collection of my projects using Deep Learning and Neural Networks
| Dataset | Architecture | Transformations | Epochs | Time to train | Metrics |
|---|---|---|---|---|---|
| Custom dataset from Bing Image Search API. 150 images for each Iron Man, War Machine and Iron Pariot | Resnet18 | Default augmentations in Fastai2 | 4 | 50s | Error Rate= 0.0952 |
| Dataset | Architecture | Transformations | Epochs | Time to train | Metrics |
|---|---|---|---|---|---|
| Food-101 | Resnet50 | Default augmentations in Fastai2 + MixUp | 15 | 8 hours 15 minutes | Accuracy = 89.33% Top 5 accuracy = 98.17% |
| Dataset | Architecture | Transformations | Epochs | Time to train | Metrics |
|---|---|---|---|---|---|
| COCO-Text | YOLOv5 | Mosiac | 20 | 3 hours 40 minutes | Precision: 0.34, Recall: 0.704, mAP@0.5: 0.58, mAP@0.95: 0.265 |