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Classifying images from Fashion MNIST using feedforward neural networks

Dataset source: https://github.com/zalandoresearch/fashion-mnist
Detailed tutorial: https://jovian.ml/aakashns/04-feedforward-nn

# Uncomment and run the commands below if imports fail
# !conda install numpy pandas pytorch torchvision cpuonly -c pytorch -y
# !pip install matplotlib --upgrade --quiet
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

Preparing the Data