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Updated 3 years ago
# Install TensorFlow
# !pip install -q tensorflow-gpu==2.0.0-rc0
import tensorflow as tf
print(tf.__version__)2.3.0
# More imports
from tensorflow.keras.layers import Input, Dense, Flatten
from tensorflow.keras.applications.vgg16 import VGG16 as PretrainedModel, \
preprocess_input
from tensorflow.keras.models import Model
from tensorflow.keras.optimizers import SGD, Adam
from tensorflow.keras.preprocessing import image
from tensorflow.keras.preprocessing.image import ImageDataGenerator
from glob import glob
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import sys, os# Data from: https://mmspg.epfl.ch/downloads/food-image-datasets/
# !wget --passive-ftp --prefer-family=ipv4 --ftp-user FoodImage@grebvm2.epfl.ch \
# --ftp-password Cahc1moo -nc ftp://tremplin.epfl.ch/Food-5K.zip
# !wget -nc https://lazyprogrammer.me/course_files/Food-5K.zip
!wget -nc Food-5K.zip--2019-12-04 20:50:28-- https://lazyprogrammer.me/course_files/Food-5K.zip
Resolving lazyprogrammer.me (lazyprogrammer.me)... 104.31.81.48, 104.31.80.48, 2606:4700:30::681f:5030, ...
Connecting to lazyprogrammer.me (lazyprogrammer.me)|104.31.81.48|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 447001986 (426M) [application/zip]
Saving to: ‘Food-5K.zip’
Food-5K.zip 100%[===================>] 426.29M 3.94MB/s in 48s
2019-12-04 20:51:17 (8.87 MB/s) - ‘Food-5K.zip’ saved [447001986/447001986]
!unzip -qq -o Food-5K.zip!lsFood-5K Food-5K.zip __MACOSX sample_data