sergeyf

'''
References: 
    https://medium.com/teconomics-blog/using-ml-to-resolve-experiments-faster-bd8053ff602e
    https://insightr.wordpress.com/2017/06/28/cross-fitting-double-machine-learning-estimator/
    https://arxiv.org/pdf/1608.00060.pdf
'''

import numpy as np

from sklearn.linear_model import LassoCV, LinearRegression, BayesianRidge, LogisticRegression

sergeyf

:: Install choco .exe and add choco to PATH
@powershell -NoProfile -ExecutionPolicy Bypass -Command "iex ((New-Object System.Net.WebClient).DownloadString('https://chocolatey.org/install.ps1'))" && SET "PATH=%PATH%;%ALLUSERSPROFILE%\chocolatey\bin"

:: for ease of updating
choco install ChocolateyGUI -fy

:: basics
choco install googlechrome -fy
choco install agentransack -fy
choco install vlc -fy

sergeyf

import numpy as np
from sklearn.impute import MICEImputer
from sklearn.datasets import load_boston
from sklearn.ensemble import RandomForestRegressor
from sklearn.pipeline import Pipeline
from sklearn.model_selection import cross_val_score

import matplotlib.pyplot as plt
import seaborn as sns
sns.set(context='poster')

sergeyf

# -*- coding: utf-8 -*-
"""
Created on Tue Jul 21 07:44:21 2020

@author: serge
"""

import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns