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# In Keras the Convolution layer requirest an additional dimension which will be used for the various filter.
# When we have eg. 2D dataset the shape is (data_points, rows, cols).
# But Convolution2D requires shape (data_points, rows, cols, 1).
# Otherwise it fails with eg. "Exception: Input 0 is incompatible with layer convolution2d_5: expected ndim=4, found ndim=3"
#
# Originally I reshaped the data beforehand but it only complicates things.
#
# An easier and more elegant solution is to add a Reshape layer at the input
# of the network!
#

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from PIL import Image

def scale(image, max_size, method=Image.ANTIALIAS):
    """
    resize 'image' to 'max_size' keeping the aspect ratio 
    and place it in center of white 'max_size' image 
    """
    im_aspect = float(image.size[0])/float(image.size[1])
    out_aspect = float(max_size[0])/float(max_size[1])
    if im_aspect >= out_aspect:

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require 'net/http'
require 'json'
require 'uri'

@token = ''

def list_files
  ts_to = (Time.now - 30 * 24 * 60 * 60).to_i # 30 days ago
  params = {
    token: @token,

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Whether you're trying to give back to the open source community or collaborating on your own projects, knowing how to properly fork and generate pull requests is essential. Unfortunately, it's quite easy to make mistakes or not know what you should do when you're initially learning the process. I know that I certainly had considerable initial trouble with it, and I found a lot of the information on GitHub and around the internet to be rather piecemeal and incomplete - part of the process described here, another there, common hangups in a different place, and so on.

In an attempt to coallate this information for myself and others, this short tutorial is what I've found to be fairly standard procedure for creating a fork, doing your work, issuing a pull request, and merging that pull request back into the original project.

Creating a Fork

Just head over to the GitHub page and click the "Fork" button. It's just that simple. Once you've done that, you can use your favorite git client to clone your repo or j

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FROM ubuntu
MAINTAINER David Weinstein <[email protected]>

# install our dependencies and nodejs
RUN echo "deb http://archive.ubuntu.com/ubuntu precise main universe" > /etc/apt/sources.list
RUN apt-get update
RUN apt-get -y install python-software-properties git build-essential
RUN add-apt-repository -y ppa:chris-lea/node.js
RUN apt-get update
RUN apt-get -y install nodejs

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bash -c 'while [[ "$(curl -s -o /dev/null -w ''%{http_code}'' localhost:9000)" != "200" ]]; do sleep 5; done'

# also check https://gist.github.com/rgl/c2ba64b7e2a5a04d1eb65983995dce76

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"""Download and combine Azure Active Directory B2C JWKs.

Download and combine the Json Web Keys (JWKs) into a single JWK for all of the specified Azure Active Directory B2C (AAD B2C) policies on a tenant.

Example:
  $python build-aad-b2c-combined-policy-jwk.py --tenant_url https://login.microsoftonline.com/fabrikamb2c.onmicrosoft.com --policies b2c_1_sign_in,b2c_1a_another_policy

"""
import sys
import argparse

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function Prompt(){
	$W = Split-Path -leaf -path (Get-Location)
	$prompt = Write-Prompt "$($env:UserName)@$($env:ComputerName):" -ForegroundColor Green
	$prompt += Write-Prompt $W -ForegroundColor DarkCyan
	$prompt += Write-Prompt '>'
	return ' '
}

function Remove-StoppedContainers {
	docker container rm $(docker container ls -q)

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/*
CMD Hyper-Cmder
*/
// Future versions of Hyper may add additional config options,
// which will not automatically be merged into this file.
// See https://hyper.is#cfg for all currently supported options.

module.exports = {
  config: {
    // Choose either "stable" for receiving highly polished,

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MIT License

Copyright (c) 2018 Noel Bundick

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions: