mohapatras

# memory growth options for keras and tensorflow.
from keras import backend as K
cfg = K.tf.ConfigProto()
cfg.gpu_options.allow_growth = True
K.set_session(K.tf.Session(config=cfg))

mohapatras

FROM: http://benanne.github.io/2015/03/17/plankton.html

Meta-Tricks:
	- Use %10 for validation with STRATIFIED SAMPLING (my mistake)
	- Cyclic Pooling 
	- Leaky ReLU = max(x, a*x) learned a
		- reduces overfitting with a ~= 1/3
	- Orthogonal initialization http://arxiv.org/pdf/1312.6120v3.pdf
	- Use larger weight decay for larger models since otherwise some layers might diverge

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'''
I managed to export a Keras model for Tensorflow Serving (not sure whether it is the official way to do 
this). My first trial prior to creating my custom model was to use a trained model available on
Keras such as VGG19.
Here is how I did (I put in separate boxes to help understanding and because I use Jupyter :)):
'''

#Creating the model

import keras.backend as K

mohapatras

// Use Gists to store code you would like to remember later on
console.log(window); // log the "window" object to the console

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[{
	"name": "Plan B",
	"latitude": 12.9716,
	"longitude": 77.5946
}, {
	"name": "Locals",
	"latitude": 12.933290,
	"longitude": 77.622964
}, {
	"name": "Toit",

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[{
	"thumbnail": "https://raw.githubusercontent.com/Bhabani2077/images/master/gallerybeer/american_amber_ale_thumb.jpg",
	"image": "https://raw.githubusercontent.com/Bhabani2077/images/master/gallerybeer/american_amber_ale_main.jpg",
	"caption": "Primarily a catch all for any beer less than a Dark Ale in color, ranging from amber (duh) to deep red hues. This style of beer tends to focus on the malts, but hop character can range from low to high."
}, {
	"thumbnail": "https://raw.githubusercontent.com/Bhabani2077/images/master/gallerybeer/american_dark_lager_main_thumb.png",
	"image": "https://raw.githubusercontent.com/Bhabani2077/images/master/gallerybeer/american_dark_lager_main.jpg",
	"caption": "This beer's malt aroma and flavor are low but notable. Its color ranges from a very deep copper to a deep, dark brown. It has a clean, light body with discreet contributions from caramel and roasted malts."
}, {
	"thumbnail": "https://raw.githubusercontent.com/Bhabani2077/images/master/gallerybeer/belgian_beer_thumb

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[{
	"name": "Albariño",
	"species": "Vitis vinifera 'Alvarinho'",
	"description": "Albariño or Alvarinho is a variety of white wine grape grown in Galicia (northwest Spain), Monção and Melgaço (northwest Portugal), where it is used to make varietal white wines. Albariño is the Galician name for the grape. In Portugal it is known as Alvarinho, and sometimes as Cainho Branco.It was presumably brought to Iberia by Cluny monks in the twelfth century[citation needed]. Its name 'Alba-Riño' means 'the white from the Rhine' and it has locally been thought to be a Riesling clone originating from the Alsace region of France, although earliest known records of Riesling as a grape variety date from the 15th, rather than the 12th, century. It is also theorized that the grape is a close relative of the French grape Petit Manseng.It should not be confused with the Alvarinho Liláz grape of Madeira.",
	"thumbnail": "https://raw.githubusercontent.com/Bhabani2077/images/master/varietalswine/albarino.png",
	"image": "https://raw