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@@ -47,35 +47,35 @@ Training data is cifar100.
 ## Training Hyperparameters
 
 
-- config: scripts/train_configs/cifar100.json
+- **config**: `scripts/train_configs/cifar100.json`
 
-- model: resnet18_cifar100
+- **model**: `resnet18_cifar100`
 
-- dataset: cifar100
+- **dataset**: `cifar100`
 
-- batch_size: 64
+- **batch_size**: `64`
 
-- epochs: 200
+- **epochs**: `200`
 
-- validation_frequency: 5
+- **validation_frequency**: `5`
 
-- seed: 1
+- **seed**: `1`
 
-- criterion: CrossEntropyLoss
+- **criterion**: `CrossEntropyLoss`
 
-- criterion_kwargs: {}
+- **criterion_kwargs**: `{}`
 
-- optimizer: SGD
+- **optimizer**: `SGD`
 
-- lr: 0.1
+- **lr**: `0.1`
 
-- optimizer_kwargs: {'momentum': 0.9, 'weight_decay': 0.0005}
+- **optimizer_kwargs**: `{'momentum': 0.9, 'weight_decay': 0.0005}`
 
-- scheduler: CosineAnnealingLR
+- **scheduler**: `CosineAnnealingLR`
 
-- scheduler_kwargs: {'T_max': 190}
+- **scheduler_kwargs**: `{'T_max': 190}`
 
-- debug: False
+- **debug**: `False`
 
 
 ## Testing Data