import matplotlib.pyplot as plt
import numpy as np
import os
import pandas as pd
import random
from PIL import Image
from tqdm.notebook import tqdm

# this is needed only for running in colab
!pip install "torch==1.4" "torchvision==0.5.0"

%reload_ext autoreload
%autoreload 2
%matplotlib inline

from fastai.vision import *
from fastai.metrics import error_rate