This shows you the differences between two versions of the page.
Both sides previous revision Previous revision Next revision | Previous revision | ||
cs501r_f2018:lab2 [2018/09/10 18:38] wingated |
cs501r_f2018:lab2 [2018/09/12 15:35] wingated |
||
---|---|---|---|
Line 35: | Line 35: | ||
* 50% Successfully followed lab video and typed in code | * 50% Successfully followed lab video and typed in code | ||
* 20% Modified code to include a test/train split | * 20% Modified code to include a test/train split | ||
- | * 20% Modified code to include a visualization of train/test accuracies | + | * 20% Modified code to include a visualization of train/test losses |
* 10% Tidy and legible figures, including labeled axes where appropriate | * 10% Tidy and legible figures, including labeled axes where appropriate | ||
Line 94: | Line 94: | ||
**Step 4.** Construct | **Step 4.** Construct | ||
+ | |||
- a model class that inherits from “nn.Module” | - a model class that inherits from “nn.Module” | ||
- | * Check out [[https://pytorch.org/docs/stable/nn.html#torch.nn.Module]] | + | * Check out [[https://pytorch.org/docs/stable/nn.html#torch.nn.Module]] |
- | * Your model can contain any submodules you wish -- nn.Linear is a good, easy, starting point | + | * Your model can contain any submodules you wish -- nn.Linear is a good, easy, starting point |
- | - a dataset class that inherits from “Dataset” and produces samples from | + | - a dataset class that inherits from “Dataset” and produces samples from [[https://pytorch.org/docs/stable/torchvision/datasets.html#fashion-mnist]] |
- | [[https://pytorch.org/docs/stable/torchvision/datasets.html#fashion-mnist]] | + | * You may be tempted to use this dataset directly (as it already inherits from Dataset) but we want you to learn how a dataset is constructed. Your class should be pretty simple and output items from FashionMNIST |
- | * You may be tempted to use this dataset directly (as it already inherits from Dataset) but we want you to learn how a dataset is constructed. Your class should be pretty simple and output items from FashionMNIST | + | |
**Step 5.** Create instances of the following objects: | **Step 5.** Create instances of the following objects: |