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"""Parallel grid search for sklearn's GradientBoosting. | |
This script uses IPython.parallel to run cross-validated | |
grid search on an IPython cluster. Each cell on the parameter grid | |
will be evaluated ``K`` times - results are stored in MongoDB. | |
The procedure tunes the number of trees ``n_estimators`` by averaging | |
the staged scores of the GBRT model averaged over all K folds. | |
You need an IPython ipcluster to connect to - for local use simply |
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var countries_data = {"type":"FeatureCollection","features":[ | |
{"type":"Feature","geometry":{"type":"MultiPolygon","coordinates":[[[[74.92,37.24],[74.57,37.03],[72.56,36.82],[71.24,36.13],[71.65,35.42],[71.08,34.06],[69.91,34.04],[70.33,33.33],[69.51,33.03],[69.33,31.94],[66.72,31.21],[66.26,29.85],[62.48,29.41],[60.87,29.86],[61.85,31.02],[60.84,31.5],[60.58,33.07],[60.94,33.52],[60.51,34.14],[61.28,35.61],[62.72,35.25],[63.12,35.86],[64.5,36.28],[64.8,37.12],[66.54,37.37],[67.78,37.19],[69.32,37.12],[70.97,38.47],[71.59,37.9],[71.68,36.68],[73.31,37.46],[74.92,37.24]]]]},"properties":{"name":"Afghanistan"},"id":"AF"}, | |
{"type":"Feature","geometry":{"type":"MultiPolygon","coordinates":[[[[19.44,41.02],[19.37,41.85],[19.65,42.62],[20.07,42.56],[20.59,41.88],[20.82,40.91],[20.98,40.86],[20.01,39.69],[19.29,40.42],[19.44,41.02]]]]},"properties":{"name":"Albania"},"id":"AL"}, | |
{"type":"Feature","geometry":{"type":"MultiPolygon","coordinates":[[[[2.96,36.8],[8.62,36.94],[8.18,36.52],[8.25,34.64],[7.49,33.89],[9.06,3 |
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<head> | |
<title>meteor_servercall</title> | |
</head> | |
<body> | |
{{> simple}} | |
{{> passData}} | |
</body> | |
<template name="simple"> |
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#!/bin/bash | |
# node.js using PPA (for statsd) | |
sudo apt-get install python-software-properties | |
sudo apt-add-repository ppa:chris-lea/node.js | |
sudo apt-get update | |
sudo apt-get install nodejs npm | |
# Install git to get statsd | |
sudo apt-get install git |
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-- Lua 5.1+ base64 v3.0 (c) 2009 by Alex Kloss <[email protected]> | |
-- licensed under the terms of the LGPL2 | |
-- character table string | |
local b='ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/' | |
-- encoding | |
function enc(data) | |
return ((data:gsub('.', function(x) | |
local r,b='',x:byte() |
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