Classifying images from Fashion MNIST using feedforward neural networks

import torch
import torchvision
import numpy as np
import matplotlib.pyplot as plt
import torch.nn as nn
import torch.nn.functional as F
from torchvision.datasets import FashionMNIST
from torchvision.transforms import ToTensor
from torchvision.utils import make_grid
from torch.utils.data.dataloader import DataLoader
from torch.utils.data import random_split
%matplotlib inline

project_name='fashion-feedforward-minimal'

dataset = FashionMNIST(root='data/', download=True, transform=ToTensor())
test_dataset = FashionMNIST(root='data/', train=False, transform=ToTensor())