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| library(stockPortfolio) | |
| library(quadprog) | |
| library(ggplot2) | |
| stocks <- c("SPY", "EFA", "IWM", "VWO", "LQD", "HYG") | |
| returns <- getReturns(stocks, freq = "week") | |
| eff.frontier <- function (returns, | |
| short = "no", | |
| max.allocation = NULL, |
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| probabilityInsideCluster = 0.5 | |
| probabilityOutsideCluster = 0.2 | |
| probabilityNoise = 0.3 | |
| clusterBoundaries = c(10, 25, 56, 81, 151, 293) | |
| clientTypeCount = c(0, 0, 0, 0) | |
| library(dplyr) | |
| library(rpart) | |
| # this create a frame of clients | |
| makeClientsFrame = function(attribCount = 1000, | |
| clientCount = 1000, |
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| # if needed, install plotly via shell like so | |
| %sh pip install plotly | |
| #--- | |
| %pyspark | |
| import plotly | |
| import numpy as np | |
| from plotly.graph_objs import Scatter, Layout | |
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| %angular | |
| <base href="http://demos.telerik.com/kendo-ui/gantt/index"> | |
| <style>html { font-size: 14px; font-family: Arial, Helvetica, sans-serif; }</style> | |
| <title></title> | |
| <link rel="stylesheet" href="http://kendo.cdn.telerik.com/2016.3.1028/styles/kendo.common-material.min.css" /> | |
| <link rel="stylesheet" href="http://kendo.cdn.telerik.com/2016.3.1028/styles/kendo.material.min.css" /> | |
| <link rel="stylesheet" href="http://kendo.cdn.telerik.com/2016.3.1028/styles/kendo.material.mobile.min.css" /> | |
| <script src="http://kendo.cdn.telerik.com/2016.3.1028/js/jquery.min.js"></script> |
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| from gensim.utils import simple_preprocess | |
| tokenize = lambda x: simple_preprocess(x) | |
| # tokenize("We can load the vocabulary from the JSON file, and generate a reverse mapping (from index to word, so that we can decode an encoded string if we want)?!") | |
| import os | |
| import json | |
| import numpy as np | |
| from gensim.models import Word2Vec |
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| require(mxnet) | |
| batch.size = 32 | |
| seq.len = 32 | |
| num.hidden = 16 | |
| num.embed = 16 | |
| num.lstm.layer = 1 | |
| num.round = 1 | |
| learning.rate= 0.1 | |
| wd=0.00001 | |
| clip_gradient=1 |
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