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# This snippet was written by Dimitri Racordon ([email protected]) | |
# | |
# Copyright (c) 2015 Dimitri Racordon | |
# Licensed under the The MIT License (MIT). | |
class lazy(object): | |
# This class is heavily inspired by the werkzeug.utils.cached_property | |
# decorator. It transforms a class method to a lazy property, evaluated | |
# the first time the property is accessed. |
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'''This script goes along the blog post | |
"Building powerful image classification models using very little data" | |
from blog.keras.io. | |
It uses data that can be downloaded at: | |
https://www.kaggle.com/c/dogs-vs-cats/data | |
In our setup, we: | |
- created a data/ folder | |
- created train/ and validation/ subfolders inside data/ | |
- created cats/ and dogs/ subfolders inside train/ and validation/ | |
- put the cat pictures index 0-999 in data/train/cats |
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# -*- coding: utf-8 -*- | |
import numpy as np | |
import os | |
import cv2 | |
import pandas as pd | |
from sklearn.cross_validation import train_test_split | |
from keras.models import Sequential | |
from keras.layers.core import Dense, Dropout, Activation, Flatten | |
from keras.layers.convolutional import Convolution2D |
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