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Mnist Classifier

A deliberately trivial MNIST convnet -- the champion selected by an Optuna search and registered in MLflow, exported here as TorchScript and served by revision from this repo.

TipoOtherVersãoRevision 4f02912

Fonte do modelo

Tipo
Other
Tamanho do arquivo
827 KB
Versão
vRevision 4f02912
Atualizado
28 de set. de 2026
Downloads
4
Fonte
Hugging Face

Descrição da fonte

mnist-classifier (champion v2)

A deliberately trivial MNIST conv_net -- the champion selected by an Optuna search and registered in MLflow, exported here as TorchScript and served by revision from this repo.

  • Test accuracy: 0.9866
  • Expected calibration error (ECE): 0.0023
  • Hyperparameters: lr=0.0013292918943162175, conv_channels=16, dropout=0.07800932022121826, hidden_dim=128
  • Source MLflow run: 4863fc86bb854bd4a8644dd3d49fc216

Preprocessing: grayscale, normalize with mean 0.1307, std 0.3081 on a centred 28x28 digit. See the write-up for the full MLflow/Optuna story.

Fontes

1 fonte
Hugging FacePrimárioVersão 4f029127e5815e38ee66a578e8ef8f7c8c99a227
huggingface.co/rfflpllcn/mnist-classifier/tree/4f029127e5815e38ee66a578e8ef8f7c8c99a227

Verificado 28 de set.

Artefatos de modelo

1 artefato

model.pt

pt · 827 KB · SHA-256 acb45ff655de…1f9d · Hugging Face

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Trechos de fonte

2 trechos

--- license: mit tags: - image-classification - mnist - mlflow --- # mnist-classifier (champion v2) A deliberately trivial MNIST `conv_net` -- the **champion** selected by an Optuna search and registered in MLflow, exported here as TorchScript and served *by revision* from this repo. - **Test accuracy:** 0.9866 - **Expected calibration error (ECE):** 0.0023 - **Hyperparameters:** `lr=0.0013292918943162175`, `conv_channels=16`, `dropout=0.07800932022121826`, `hidden_dim=128` - **Source MLflow run:** `4863fc86bb854bd4a8644dd3d49fc216` Preprocessing: grayscale, normalize with mean `0.1307`, std `0.3081` on a centred 28x28 digit. See the write-up for the full MLflow/Optuna story.

Source context: 4 downloads · 0 likes · Pipeline image-classification · Repo rfflpllcn/mnist-classifier