Imports

skin-cancer-recognition.py

import torch
from torch.utils.data import DataLoader
from torchvision import datasets, transforms
import torch.nn as nn
import torch.nn.functional as F
import numpy as np
import cv2
import matplotlib.pyplot as plt
import matplotlib.cm as cm
import torch.optim as optim
from tqdm.notebook import tqdm
import os
import matplotlib.colors as colors
import torch.optim.lr_scheduler as lr_scheduler
import pandas as pd
from sklearn.metrics import precision_score, recall_score, f1_score, roc_auc_score, roc_curve, auc
import time