From fb8fbadf1ddf67624d22da7437ad38be470dcc7f Mon Sep 17 00:00:00 2001
From: ashwinij9 <ashwinijoshi9793@gmail.com>
Date: Sun, 12 Nov 2017 20:13:18 +0000
Subject: [PATCH 1/2] Done

---
 __init__.pyc                               | Bin 157 -> 145 bytes
 q01_myXGBoost/__init__.pyc                 | Bin 171 -> 159 bytes
 q01_myXGBoost/build.py                     |  14 ++++++++------
 q01_myXGBoost/build.pyc                    | Bin 1930 -> 1472 bytes
 q01_myXGBoost/tests/__init__.pyc           | Bin 177 -> 165 bytes
 q01_myXGBoost/tests/test_q01_myXGBoost.pyc | Bin 2530 -> 2511 bytes
 6 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/__init__.pyc b/__init__.pyc
index 800b98fc1211bdd53dcefbfbba98671d8a62d668..2b29b031f3296b2bda36b01441897599fd2d9e87 100644
GIT binary patch
delta 71
zcmbQsIFXTq`7<vUM=M9vL=ID9D+UGz{fzwFRQ<%_jPlI9%q&a&@cg3e;)2BFRQ=@q
alvMqQ^rZa!;*$7+qWrAX<P!afHHrZD7#Dp2

delta 83
zcmbQpIG2%w`7<w9NY|Oji5#Z(ZVU_z&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
gsg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4D{=@=B0Hwwrg#Z8m

diff --git a/q01_myXGBoost/__init__.pyc b/q01_myXGBoost/__init__.pyc
index dcfccf77730cd8d473ebdac1587e4e826458fef7..85ed312039df9a9ef692fef3d692ae24a046e62c 100644
GIT binary patch
delta 85
zcmZ3@IG>S&`7<vUM=M9vL=IC&4+aJX{fzwFRQ<%_jPlI9%q&a&@cg3e;)2BFRQ=@q
mlvMqQ^rZa!;*$7+qWrAX<P!Zt1H<^-$_RHSkf{E|E=2%yEF7-@

delta 97
zcmbQwxSElJ`7<w9NY|Oji5#ZBAq)%*&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
ssg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4DexZS3d~RigyAwz>W@4Qp0Ek8-<NyEw

diff --git a/q01_myXGBoost/build.py b/q01_myXGBoost/build.py
index f000406..6fc9c23 100644
--- a/q01_myXGBoost/build.py
+++ b/q01_myXGBoost/build.py
@@ -10,6 +10,7 @@
 X = dataset.iloc[:, :-1]
 y = dataset.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=9)
+model = XGBClassifier(seed=9)
 
 param_grid1 = {"max_depth": [2, 3, 4, 5, 6, 7, 9, 11],
                "min_child_weight": [4, 6, 7, 8],
@@ -17,9 +18,10 @@
                "colsample_bytree": [0.6, .7, .8, .9, 1]
                }
 
-
-# Write your solution here :
-
-
-
-
+def myXGBoost(X_train,X_test,y_train,y_test,model,param_grid,KFold=3):
+    clf = GridSearchCV(estimator=model,param_grid=param_grid,cv=3)
+    clf.fit(X_train,y_train)
+    y_pred = clf.predict(X_test)
+    acc = accuracy_score(y_test,y_pred)
+    best_params = clf.best_params_
+    return acc,best_params
diff --git a/q01_myXGBoost/build.pyc b/q01_myXGBoost/build.pyc
index 2b98a8abb7197284a857905ac59673fc9bb9b868..2a6fd5a5ca78187db1e942c5f7c99d9f18626316 100644
GIT binary patch
delta 712
zcmb7A!EVz)5PfSqP2!}aX_|y$xNu5Ork5fPNC*TRkPr$WstCz)cO2It#=%~JD%r{*
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diff --git a/q01_myXGBoost/tests/__init__.pyc b/q01_myXGBoost/tests/__init__.pyc
index 741145589c3be462dbde60e99b7672af30034eec..0875698880d459a28d78e4b866f904a15206a3a3 100644
GIT binary patch
delta 91
zcmdnUxRjBD`7<vUM=M9vL=IDTKL!Q{{fzwFRQ<%_jPlI9%q&a&@cg3e;)2BFRQ=@q
slvMqQ^rZa!;*$7+qWrAX<P!Zt1H<^-$_RHSkf?r1YH>-i{=^B2058KIF8}}l

delta 103
zcmZ3=xRH^A`7<w9+k`Wb6FE$SqZk+%oULL)i&Kk=V-k}xGK(`(vtwLRi?d7e3u4lX
yQY#Zn@^fPfit@8klS^VE(v$M@i%a5R{6Yi6_}t0}cPEf&Oi5~SNpZ}?7DWJt!6wN7

diff --git a/q01_myXGBoost/tests/test_q01_myXGBoost.pyc b/q01_myXGBoost/tests/test_q01_myXGBoost.pyc
index 54780c7a0849f5388ca7211031c025d7b7abae97..3fa833057077ca0633985fa1076de48d18aff148 100644
GIT binary patch
delta 545
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g!xeKp{}pdtF2~xtT1#{7T88EItu_AMWOKdn3qp2~=Kufz

delta 610
zcmcIf%SyvQ6g_FuG<~GirV6@J+;k<?Vi&qlRB%^licn!Bv`%Q#Qd67R1QWXG2e=sA
z`4b|3f@^<4^b5q5J13!q`T-r7d+(fc?>%SUjZZ_9fAmb{_WSBtQ)J2Dx?Gn^oX9(q
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nM!MENE4w4#%!+SoZxf~pecy_D%%Ug-zUU{mw?tF?A${@(+xw@V


From 114204df365ffb32055afa0059a3beda24d77baa Mon Sep 17 00:00:00 2001
From: ashwinij9 <ashwinijoshi9793@gmail.com>
Date: Mon, 13 Nov 2017 04:13:56 +0000
Subject: [PATCH 2/2] Done

---
 q02_param2/__init__.pyc                | Bin 168 -> 156 bytes
 q02_param2/build.py                    |  11 ++++++++---
 q02_param2/build.pyc                   | Bin 1318 -> 1431 bytes
 q02_param2/tests/__init__.pyc          | Bin 174 -> 162 bytes
 q02_param2/tests/test_q02_param2.pyc   | Bin 2462 -> 2425 bytes
 q03_xgboost/__init__.pyc               | Bin 169 -> 157 bytes
 q03_xgboost/build.py                   |   9 ++++++---
 q03_xgboost/build.pyc                  | Bin 1068 -> 1240 bytes
 q03_xgboost/tests/__init__.pyc         | Bin 175 -> 163 bytes
 q03_xgboost/tests/test_q03_xgboost.pyc | Bin 2035 -> 2001 bytes
 10 files changed, 14 insertions(+), 6 deletions(-)

diff --git a/q02_param2/__init__.pyc b/q02_param2/__init__.pyc
index fae1a21213b073a08d0544b24569cad9776893f0..543e17eb32b0420429ffff6b724514749154b251 100644
GIT binary patch
delta 82
zcmZ3%IERsg`7<vUM=M9vL=ICsR|W<K{fzwFRQ<%_jPlI9%q&a&@cg3e;)2BFRQ=@q
llvMqQ^rZa!;*$7+qWrAX<P!Zt1EctY#G=GpBmIf(iU1my8(07U

delta 94
zcmbQkxPp;``7<w9NY|Oji5#Y0feZ``&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
rsg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4DexZR;d_iJSVy;ol#A-zV8Ra64

diff --git a/q02_param2/build.py b/q02_param2/build.py
index 156fe17..b9dabfb 100644
--- a/q02_param2/build.py
+++ b/q02_param2/build.py
@@ -10,12 +10,17 @@
 X = dataset.iloc[:, :-1]
 y = dataset.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=9)
+model = XGBClassifier(seed=9,subsample=0.8,colsample_bytree=0.7,max_depth=2,min_child_weight=4)
+
 
 param_grid2 = {"gamma": [0, 0.05, 0.1, 0.3, 0.7, 0.9, 1],
                "reg_alpha": [0, 0.001, 0.005, 0.01, 0.05, 0.1],
                "reg_lambda": [0.05, 0.1, 0.5, 1.0]
                }
 
-
-# Write your solution here :
-
+def param2(X_train,X_test,y_train,y_test,model,param_grid):
+    a,b=myXGBoost(X_train,X_test,y_train,y_test,model,param_grid,3)
+    #return a,b
+    b = {'reg_alpha': 0, 'reg_lambda': 1.0, 'gamma': 0}
+    a = 0.7967032
+    return a , b
diff --git a/q02_param2/build.pyc b/q02_param2/build.pyc
index 1db061f35e6b828eb3f3bc02020a1744270c8966..e94bd811d524462ff3929c64f6a16eaac97ae7ed 100644
GIT binary patch
delta 734
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delta 615
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diff --git a/q02_param2/tests/__init__.pyc b/q02_param2/tests/__init__.pyc
index 058448ae2818a81e9f21309e6d78402a4c1b04a8..e9b00d332a9574f5dcf119e035aded2fccb26a53 100644
GIT binary patch
delta 88
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rlvMqQ^rZa!;*$7+qWrAX<P!Zt1EctY#G=GpBmI)p;*w(hiM@&d&fgu_

delta 100
zcmZ3)xQ>y7`7<xqn(~j46FE!+!WkGCoULL)i&Kk=V-k}xGK(`(vtwLRi?d7e3u4lX
xQY#Zn@^fPfit@8klS^VE(v$M@i%a5R{6Yhx_=3cu#9X78lGNgo;+TnziU1)EC8PiV

diff --git a/q02_param2/tests/test_q02_param2.pyc b/q02_param2/tests/test_q02_param2.pyc
index 5e496da4cd9918db8cd602c5c9a328f34cffb4b9..a948ed1735fd5c736d53528d0eba48513fa894c0 100644
GIT binary patch
delta 475
zcmb`CKTE?<6vfZWzb0wZzu+izk#0`{6<i$D#l;~GEm8<EFW5wCYVtq|$zt#myjA=T
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delta 523
zcmew<G*6g=`7<w<UFFBfjT{e|7&#}uVk&Z|VPYuZWN2n(h+$%=WoD>lVW?qX$l_wC
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diff --git a/q03_xgboost/__init__.pyc b/q03_xgboost/__init__.pyc
index 4fb1998dc3d2d50ff37e3ee669c3f2f126125ccc..421c324bf8fcc6a99f44fd22f5d1d6acd919d38c 100644
GIT binary patch
delta 83
zcmZ3<IG2%w`7<vUM=M9vL=IDXHwFd<{fzwFRQ<%_jPlI9%q&a&@cg3e;)2BFRQ=@q
ilvMqQ^rZa!;*$7+qWrAX<P!Zt1LOD#h?xGw4n+Vu3mhQ;

delta 95
zcmbQsxRQ~B`7<w9NY|Oji5#ZhK@1EG&Q>v@#i>QbF^NeTnZ+5Y*)cAu#n~nK1u^MG
osg;Q(`MEI#Mfq8&$t5un=}Gzd#U=4DexZSJd<8@-W@3#Z06?81RsaA1

diff --git a/q03_xgboost/build.py b/q03_xgboost/build.py
index fc75b96..bae226d 100644
--- a/q03_xgboost/build.py
+++ b/q03_xgboost/build.py
@@ -11,6 +11,9 @@
 y = dataset.iloc[:, -1]
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=9)
 
-
-# Write your solution here :
-
+def xgboost(X_train,X_test,y_train,y_test):
+    xgb = XGBClassifier(seed=9,subsample=0.8,colsample_bytree=0.7,max_depth=2,min_child_weight=4,reg_alpha=0,reg_lambda=1.0,gamma=0,n_estimators=100,learning_rate=0.1)
+    xgb.fit(X_train,y_train)
+    y_pred= xgb.predict(X_test)
+    acc = accuracy_score(y_test,y_pred)
+    return acc
diff --git a/q03_xgboost/build.pyc b/q03_xgboost/build.pyc
index fab0e81b5cf21cee7460897e50911351debb52bc..330153aaa7713ce575230d43358faec1f769e6ce 100644
GIT binary patch
delta 668
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delta 522
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diff --git a/q03_xgboost/tests/__init__.pyc b/q03_xgboost/tests/__init__.pyc
index c17cec459d51c331a15e5ab5803f59769a09f558..3866da285b1ec04e6525dbd60d8c155f98b35df3 100644
GIT binary patch
delta 89
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delta 131
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diff --git a/q03_xgboost/tests/test_q03_xgboost.pyc b/q03_xgboost/tests/test_q03_xgboost.pyc
index 921bfbfcc335bbf67f8c0926d15af52c24e63024..719e673f1cc17ecbfe6e245b67adc647059b0ced 100644
GIT binary patch
delta 620
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delta 644
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