exploring PyTorch with Bengali handwritten digit recognition using NumtaDB dataset.
- Data Loading and Preprocessing
- Unzip
- Data Splitting
- Dataloader
- FCN Model
- Optimizer and Loss Function
- Batch Size, Epochs, Iterations
- ConvNet Model
- Training
- Training FCN
- Training ConvNet
- Evaluating Classwise Performance
- FCN
- ConvNet
- Inference
- FCN
- ConvNet (not resolved yet, have errors!)
Accuracy: with FCN: 70.1269 % with ConvNet: 89.0102 %