First off, I needed to understand how ResNet worked so I read the paper: https://arxiv.org/abs/1512.03385
After reading made a plan and visual to follow and implement in the code, starting off simple I choose to implement ResNet-18.
In code:
- Downloaded Cifar-10 (this took a long time somewhy)
- Defined the Residual Blocks
- Encapsulated the Resnet Model
- Wrote training script and some utility functions
- Tested inference and shape match
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