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thainamhoang/resnet50_fatima_challenge
resnet50_fatima_challenge is a machine learning model from thainamhoang. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
- Dataset: I'm using the catsvsdogs dataset from kaggle instead of huggingface datasets since catsvsdogs in datasets have checksum error. The original dataset is from Microsoft. However, some files are corrupted and i…
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Updated Apr 8, 2022
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From the Hugging Face model README
cats_vs_dogs dataset from kaggle instead of huggingface datasets since cats_vs_dogs in datasets have checksum error. The original dataset is from Microsoft. However, some files are corrupted and it hasn't been divided into train and test folders.ResNet50 with pretrained=True from pytorch. The choice of optimizer is Adam with lr=1e-4. I had tried AdamW before coming back to Adam. I also added the lr_scheduler to reconfigure the learning rate.train_acc increases by ~1%, so it does not worth trying for an increasing amount of training time.