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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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from keras.models import Sequential | |
from keras.layers.core import Dense, Dropout, Activation, Flatten | |
from keras.layers.convolutional import Convolution2D, MaxPooling2D | |
from keras.layers.normalization import BatchNormalization | |
#AlexNet with batch normalization in Keras | |
#input image is 224x224 | |
model = Sequential() | |
model.add(Convolution2D(64, 3, 11, 11, border_mode='full')) |
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# Target is to generate a graph file in gexf format (http://gexf.net/format) for Gephi | |
#----------------------------------------------------- | |
# STEP 1 | |
# Generate nodes and edgelist from each email log file | |
#----------------------------------------------------- | |
setwd("C:/R") | |
# use sqldf for operations suited for db http://code.google.com/p/sqldf/ |
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# Target is to generate a graph file in gexf format (http://gexf.net/format) for Gephi | |
#----------------------------------------------------- | |
# STEP 1 | |
# Generate nodes and edgelist from each email log file | |
#----------------------------------------------------- | |
setwd("C:/R") | |
# use sqldf for operations suited for db http://code.google.com/p/sqldf/ |