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Browse files- fashionmnist_cnn/README.md +17 -0
- fashionmnist_cnn/history.json +87 -0
- fashionmnist_cnn/meta.json +8 -0
- fashionmnist_cnn/model.pt +3 -0
- fashionmnist_cnn/train_features.pt +3 -0
- fashionmnist_cnn/val_features.pt +3 -0
fashionmnist_cnn/README.md
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# fashionmnist cnn
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## Summary
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- Task: classification
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- Epochs: 15
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- Final val loss: 0.223622
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- Final val accuracy: 0.923600
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## Artifacts
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- model.pt: model weights
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- history.json: per-epoch training and validation metrics
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- train_features.pt: training-set feature embeddings and targets
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- val_features.pt: validation-set feature embeddings and targets
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- meta.json: run metadata
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## Metric Keys
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- epoch, train_loss, val_loss, train_acc, val_acc
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fashionmnist_cnn/history.json
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{
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"epoch": [
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1,
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2,
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3,
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15
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],
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"train_loss": [
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0.579352902841568,
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0.3696772532304128,
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0.31887494866847993,
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0.2836040852387746,
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0.260227716700236,
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0.24104245994091034,
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0.2212874918381373,
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0.2122682400862376,
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0.19545657862822216,
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0.18302394275665282,
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0.17317516959905624,
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0.16509399290482202,
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0.15306851555903753,
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0.14402022114594779,
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0.13311710538069407
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],
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"val_loss": [
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0.4111348894119263,
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0.3528908506393433,
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0.3172228144168854,
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0.2967876149654388,
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0.2819028652191162,
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0.2768315642356873,
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0.2736322095394135,
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0.2924290633201599,
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0.2514953935146332,
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0.228942360830307,
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0.2525381003379822,
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0.2433192719936371,
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0.2295811080932617,
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0.2405367715358734,
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0.22362184886932374
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],
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"train_acc": [
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0.7865333333333333,
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0.8653333333333333,
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0.8836,
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0.8946666666666667,
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0.9034833333333333,
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0.9114166666666667,
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0.91785,
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0.9215166666666667,
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0.9272666666666667,
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0.9315333333333333,
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0.93505,
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0.9396666666666667,
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0.9434,
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0.9460166666666666,
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0.95005
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],
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"val_acc": [
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0.8542,
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0.8715,
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0.8847,
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0.8907,
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0.898,
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0.9195,
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0.9185,
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0.9236
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]
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}
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fashionmnist_cnn/meta.json
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{
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"dataset": "fashionmnist",
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"model": "cnn",
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"task": "classification",
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"epochs": 15,
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"final_val_loss": 0.22362184886932374,
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"final_val_acc": 0.9236
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}
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fashionmnist_cnn/model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:c209222835594b7d3801b14ea38fc7949d61d9350f878c9baddd85ce1d463e93
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size 2198321
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fashionmnist_cnn/train_features.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:12495c53e1691778978418c5c2b856598675da9d8b625c1f4a122c3e60faeaea
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size 61921949
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fashionmnist_cnn/val_features.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:66d5787ba13f3ab90c4bd7328f1e58d4271124c891dc0b07a4c3e9ef695ce778
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size 10321933
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