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October 30, 2020 13:18
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| df = pd.read_csv(csv) | |
| df.drop(columns=['step', 'epoch'], inplace=True) | |
| df.fillna(method='ffill', inplace=True) | |
| df.fillna(method='bfill', inplace=True) | |
| df.drop_duplicates(inplace=True) | |
| df.reset_index(inplace=True, drop=True) | |
| df = df.iloc[::2,:].reset_index(drop=True) | |
| fig, ax = plt.subplots(1,2,figsize=(15,5)) | |
| df[['train_loss', 'val_loss']].plot(ax=ax[0]) | |
| ax[0].set_xlabel('Epoch') | |
| ax[0].set_ylabel('Loss') | |
| df[['train_accuracy', 'val_accuracy']].plot(ax=ax[1]) | |
| ax[1].set_xlabel('Epoch') | |
| ax[1].set_ylabel('Accuracy') |
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