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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 125, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ |
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vw train.vw -c --passes 4 -f model.vw --loss_function logistic --interactions ci -b 26 |
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package vw; | |
import java.io.*; | |
import java.text.ParseException; | |
import java.util.ArrayList; | |
import java.util.Arrays; | |
import java.util.HashMap; | |
import java.util.List; | |
import java.util.stream.Collectors; |
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def lin(params,x): | |
return params[0]*x + params[1] | |
def linear_gradients(params_to_learn,x,y): | |
a = params_to_learn[0] | |
b = params_to_learn[1] | |
de_da = 2*x*(a*x+b-y) | |
de_db = 2*(a*x+b-y) | |
return [de_da,de_db] |