AI417UPM/A4_4311615_Mohammad

Assignment 4 Submission

Student: Mohammad Alhuwaivi ID: 4311615

Models

This repository contains two PyTorch models trained on FashionMNIST:

1. DummyNet: A simple feed-forward network (Weights: dummy-weights.bin).
2. VanillaNet: A deeper network with ReLU and LeakyReLU activations (Weights: vanilla-weight.bin).

Usage

As per the assignment instructions, these models can be evaluated using the following code:

from huggingface_hub import snapshot_download
import torch as tr

# 1. Download the repository from Hugging Face
repo = snapshot_download("ai417upm/A4_4311615_Mohammad", token="YOUR_HUGGINGFACE_TOKEN")

# 2. Load DummyNet
dummy_model = tr.hub.load(repo, 'DummyNet', source='local')
dummy_model.eval()
predictions_dummy = dummy_model(tr.randn(10000, 784))

# 3. Load VanillaNet
vanilla_model = tr.hub.load(repo, 'VanillaNet', source='local')
vanilla_model.eval()
predictions_vanilla = vanilla_model(tr.randn(10000, 784))