savvastj

Predict vs simulate in lme4

For this investigation we are going to use the sleepdata data set from the lme4 package. Here is the head of the data frame:

savvastj

import numpy as np
from scipy.stats import binom_test
from sklearn.base import BaseEstimator, RegressorMixin
from xgboost.sklearn import XGBRegressor
from functools import partial
class XGBOOSTQUANTILE(BaseEstimator, RegressorMixin):
    def __init__(self, quant_alpha,quant_delta,quant_thres,quant_var,
    n_estimators = 100,max_depth = 3,reg_alpha = 5.,reg_lambda=1.0,gamma=0.5):
        self.quant_alpha = quant_alpha
        self.quant_delta = quant_delta 

savvastj

# Convert your notebook to an interactive webpage
#
#  Attached a notebook (really-interactive-posts.ipynb) and the generated
# output (really-interactive-posts.html). The thebe.tpl template file is
# at the very end of the gist.

$ jupyter nbconvert --template thebe.tpl --to html <notebook.ipynb>


# You can open the generated webpage locally file://... howerver some

savvastj

Data Science  			
http://radar.oreilly.com/2010/06/what-is-data-science.html,What is data science? (oreilly.com)
http://hortonworks.com/blog/how-to-get-started-in-data-science/,How To Get Started In Data Science (hortonworks.com)
http://www.insidephilanthropy.com/home/2014/4/14/whos-getting-the-big-bucks-for-data-science-and-why.html,Who's Getting The Big Bucks? (insidephilanthropy.com)
http://www.citeworld.com/article/2139987/big-data-analytics/heres-how-one-company-built-its-data-science-operation.html,How To Build A data Science Team (citeworld.com)
http://www.computerworld.com/s/article/9248050/Cornell_Tech_funded_startup_launching_bootcamp_for_data_scientists,Data Science Bootcamp (computerworld.com)
http://www.datasciencetoolkit.org/,Data Science Toolkit (datasciencetoolkit.org) 			
http://blog.stephenwolfram.com/2013/04/data-science-of-the-facebook-world/,Data Science of the Facebook World (blog.stephenwolfram.com)
http://strata.oreilly.com/2011/05/data-science-terminology.html,Why The Term “Data Scien