From 702d6ee21c8c551c5a8d50d1553758a54419d8ae Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Sat, 10 Nov 2018 07:12:55 +0000
Subject: [PATCH 1/5] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 152 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 650 bytes
 q01_load_data/build.py                        |  11 +++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 172 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3967 bytes
 6 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..e30952d08cb9dc36aa550a09b5212d2334fa5105 100644
GIT binary patch
delta 51
zcmZ3&ID?VHn3tDJq3T)mL=JO#SN)9q+*JL7qSVxq%*4zb{qX#v?BasN<W&9S{FKy*
GSylj=A`wsk

delta 63
zcmbQixP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaaI6kjTK}7

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..53db5d27db4c3fe7ebb2eb315d33beff7c04a684 100644
GIT binary patch
delta 51
zcmdnQxQvm*n3tDJq3T)mL=JQLVEv5z+*JL7qSVxq%*4zb{qX#v?BasN<W&9S{FKy*
GSsnnPgb|1U

delta 63
zcmZ3+xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaUK9~=M|g)

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..9e08e288bc655df1f4182fa03d9d7661088fe123 100644
GIT binary patch
delta 199
zcmeBT?PBFL=H=yj((){N??le!jD8b0N`<nuGNmy|GSsrvFsFcM))M9#mKxR+<`k9`
z)?StvmRh!2_F9fw&Kl+#wi@;tjvCH1)?fxrcE6X53=9lWoWY4XsR2cq$*Jk`t*--j
z$X&HBVwo(+s65${QIC}+C9x!Nau%b3e1LvNer~FMK~ZXINoHbZj(&K4QFd`bVsff}
sa(+tc<fDwX0vtdCi@AUV10xrs7$e7IA*M`zW{@Bokl<kCVPatd0D!bIoB#j-

delta 200
zcmeBT?PBFL=H=yL378jkcp~R=#)yd<rQDcXnbMdf8ERQ-n6sEt7*ZHonNnE5BCI9M
zH7qr(HH<Y(DNMaAF)X!gwd}PVwVXA~HEcEPH5@gZX{^Bvnyh{=87C_+Dzg@GFfcGo
zc4pLLW=ct$T*hdi9iyL-pPQ<mn3R#J?~<Qfnwy$eQmmg|lv<fslAo)en3JPWP?VpQ
rnp{#m`6#2U05{NpVlE)Tz{tfY#wavdh$)kw2_(n{Bsds(m|0i>!;vqR

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..ee7d6d2 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,17 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
 from sklearn.model_selection import train_test_split
 
-
 path = 'data/house_prices_multivariate.csv'
 
+def load_data(path,test_size=0.33,random_state=9):
+    data=pd.read_csv(path)
+    X = data.iloc[:,:-1]
+    y = data['SalePrice']
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=9)
+    return(data,X_train, X_test, y_train, y_test)
+
+
 
-# Write your solution here
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index 133357e0803cc77a9fa179800aad36162ab7db97..721d7bbf46a191aed32c161cd96d5b01b0f647c8 100644
GIT binary patch
delta 51
zcmdnNxQ3C#n3tDJx$0T;L=JQLNd1ib+*JL7qSVxq%*4zb{qX#v?BasN<W&9S{FKy*
GS$+VeED@ss

delta 63
zcmZ3(xPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaee@E=@qm9

diff --git a/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc b/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc
index 689755b50e9d543263dd64c6c6fa30cc162289d0..aab16b3b7dab58aad9877485f668b031d4703c0e 100644
GIT binary patch
delta 53
zcmeB{|1Za3%*)HAT=gt^Bga`r`DFc!{M=Oif}+&alFY=+9R2Y8qU_>=#N<@{<ouM>
IO-$Xq0P5Eg$N&HU

delta 66
zcmew_*DcRs%*)I5(|=ynMvk+L+WGn!`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o4+u2^8x@IO&HAp


From 3e4a5a108f9df1ba58150d1632250b5364be17fc Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Mon, 19 Nov 2018 16:05:31 +0000
Subject: [PATCH 2/5] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 152 -> 152 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 1042 bytes
 q03_polynomial/build.py                       |  25 ++++++++++++------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 173 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1381 bytes
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 162 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 535 bytes
 q04_ridge/build.py                            |   6 ++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 168 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2094 bytes
 11 files changed, 22 insertions(+), 9 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index e30952d08cb9dc36aa550a09b5212d2334fa5105..799e8aa13978a9b0455a86255097b73de35b3aca 100644
GIT binary patch
delta 15
WcmbQiID?Vhn3tDJZtB~K>=OYU+5}nv

delta 15
WcmbQiID?Vhn3tDJq3YR0_K5%;Lj*bi

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..8c2f062b510ccb607a49ab1bdb72fa7d7cd155f4 100644
GIT binary patch
delta 51
zcmdnYxSWy0n3tDJZtC0Ui5%wgA^I8lxvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
GvpfN(A`z?r

delta 63
zcmZ3^xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivah?Ehk`<r;

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..182b86801816cb8ecf75b63b0e9f2492f48386b7 100644
GIT binary patch
delta 657
zcmYjO&ui2`6wXY3O|nU~^+)w4v<U0LE%aJM5JWr_iU%bY!ZdGev(6@AGOGkO>>+yW
zVcolTPyQAD6S;Wsl&eP(^v$Bs7v48tzIkundo#biPi*fnj>Gu-&({aGW&N<On1lQ=
zdVRXuJA42ZxROnSB;2r362S-<1RqEeix@ocA-tpnqgMK4c|5q7IRpq9MKBhkd+1Nl
z>jFVrKss{jwzRcdr*&HoDA?eDd+xNpCYo-JWtUXjoz>BnE!fmq*bD!zwQ#2{#1M3}
z!=k8r+MhBAF=GVL?zz(u3<zKg14tVz*b8fX?RfQVfBl>sES2fw>6j!@USx6(B0bA_
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zaoD?6`Ch0#QoMk2mexznwMZCn&C^=w#DA4)#q%QZkcb+E=D&ahh2F_ZStnst$|jwa
zAY|e;rqmZp-NG(@olGvunV6s?bk1`*d0DErb;UC=$uNAv;T<nB0jbOj!Pj4Dw0=hS
z@0%y7&2SdkArZMr?vQ&#?c)EKsvTU^4TSYa`dMtxxUOWWWq$UsY79%ff2&<d-Mhtn
mRyFFnNiqj)`nm$QQR~?eHb0l*k-5Km3n9X?<_ig<q5l`AYNrAK

delta 488
zcmYjNK}*9h6i(Wv>$cX32VoZx^s-Y0J&CBGcpMWiTTn_|;;gjmNHS#5p)haaVeY=W
z{-j<#4gZ07@MU`Nh4=B^%X{CKyjSnr-P#R;%64Z?KP`kl&_5#(AA_sbbZd7*U`{6Z
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zi&8t%lEwX^H2Mvs16tBHVB`z?Cf3kL2HCxk)R(N!voungX+f*4EEz@ZCBa`Z`b~m?
zxw#Qc52a8ANi#0?k~bs+;QYD@Z?jZ{?D{qiPqXeY6@9J3o)jadvovH$vN@31o#<*c
zd$*42J`AY}0K%)-!Ry$^vIbdmR<q|Fk2B38CA9RQMqT)kP+FR8QWt(@64SlZ{s${i
WE4%}E+AtA^X75W4AK2m8Yt9db&Uioo

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..c2e3cf5 100644
--- a/q03_polynomial/build.py
+++ b/q03_polynomial/build.py
@@ -1,11 +1,20 @@
-# Default imports
-from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-from sklearn.preprocessing import PolynomialFeatures
-from sklearn.pipeline import make_pipeline
-from sklearn.linear_model import LinearRegression
+# %load q03_polynomial/build.py
+#Default imports 
+from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data  
+from sklearn.preprocessing import PolynomialFeatures 
+from sklearn.pipeline import make_pipeline 
+from sklearn.linear_model import LinearRegression 
+import matplotlib.pyplot as plt 
+import numpy as np
+
+def polynomial(power=5,random_state=9):
+    data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv') 
+    cols=['OverallQual','GrLivArea','GarageCars','GarageArea']
+    poly_model = make_pipeline(PolynomialFeatures(5,include_bias=False),LinearRegression())
+    poly_model.fit(X_train[cols], y_train.reshape(-1,1))
+    ypred = poly_model.predict(np.array([4, 5, 6, 7]).reshape(1, -1))
+    return(poly_model)
+polynomial(power=5,random_state=9)
 
-# We have already loaded the data for you
-data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
 
-# Write your solution here
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..df74a73c303a5fa6e0205d6723cfb890ebb70b0f 100644
GIT binary patch
delta 51
zcmdnVxR#N_n3tC;X6oDMi5%wgQTiGAxvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
Gv-|<HcoG5t

delta 63
zcmZ3>xRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivasB{wlohxD

diff --git a/q03_polynomial/tests/__pycache__/test_q03_polynomial.cpython-36.pyc b/q03_polynomial/tests/__pycache__/test_q03_polynomial.cpython-36.pyc
index ef8c88bb710c2ba80eef81cfc118a62a6706b5b4..88671c2bcb169786bcdf734d5de5f1acbf038b48 100644
GIT binary patch
delta 66
zcmey!^^}X#n3tC;X6oB$gN>Y%80Ay-GxBp&^$UtpQ%f=vGjsIA^NX^J3lfu4^^@~c
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delta 78
zcmaFL^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hZ6AN-?p{nmKc(<>s5rJ&XV<0UT)n

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..67d6efdfd6728418742988e5e29d1904687dcaff 100644
GIT binary patch
delta 51
zcmZ3-xQLO%n3tDJZtC0Ui5%wg{`wjDxvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
Gvs?hAe-W4f

delta 63
zcmZ3)xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaV`LDI~9xo

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..e3ddc05dee3c39ea1cf28a3867bad47373198d40 100644
GIT binary patch
delta 281
zcmX@lKAlC`n3tDJe(Kxk?Ticzj~S2vE0FB~#KmC~l`WJxQ&^iBV_2iOqPU}YqIjeD
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literal 975
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z9QFDHDZAoiO1AZ90Wr(jI<~AB7yZCUP{VwwR%5X2{IZb{d;>7qyz!CTz>CuTgvisI
z;ze;d`+v!^#m;Va`$lJd*~+sig6n<4)H!ElVBc+~A;Soi%66n;%eE}Dz4e2<!|sEu
Y8$5#!8o{62ooicej0SLGd)#U84?F7(MF0Q*

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..512330d 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,19 @@
+# %load q04_ridge/build.py
 # Default imports
 from sklearn.linear_model import Ridge
 import pandas as pd
 import numpy as np
 from sklearn.metrics import mean_squared_error
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-np.random.seed(9)
 
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
+np.random.seed(9)
+
 
 # Write your solution here
 
 
+
+
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..0e25cd01da5797d02b923e75a25dd099333e15e9 100644
GIT binary patch
delta 51
zcmdnOxPp<xn3tDJaq8RXi5%wgq52v5xvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
Gv%CPPClRv%

delta 63
zcmZ3%xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivab5s%Jr$$?

diff --git a/q04_ridge/tests/__pycache__/test_q04_ridge.cpython-36.pyc b/q04_ridge/tests/__pycache__/test_q04_ridge.cpython-36.pyc
index 0549421cdf25fbea68fb6e1ccf50b8031ddf573c..fcece829b54634b2a00b66cd99fb41c2c3c9bb4d 100644
GIT binary patch
delta 388
zcmZ1=uug!}n3tDJaq8RX)Qy}Q8Ret(GxBp&^$UtpQ%f=vGjsIA^NX^J3lfu4^^@~c
zQa3+k%x08lVPIfj17c?&F4h1NB@8Ky&5SY3wT!h)wak-qnI|){0Ff~BEynoCs;ml=
zO;`jO`6h=0S!pc%1ocm1X%=EB;szRABnBeHL4?HQkL<#eO<5Je2I;GU9Kj02U`Hqc
z8K{n^VaQ^vVVvB>CO!EGs}U~a#MqQs_!z4cC&#f$P7Y%e1Un6nsgqmS43(vUmT58-
kfgDgI17hQF>obJm(vvmVEd(S%I;22^EQpYsT)@5o0GgRijsO4v

delta 364
zcmZ1{ut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b6%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)larYzi!c{)
z1BGv~7UdSF8bT<e$-FFvj69R=S@a1Q(96=y3o)Qb3}{M`_~eId!jolL1SY$(3W7~g
zm|V`v4>pArr~vE?1t0^(8B1A%F-%dOtji`0G{KQgmw@hGHbXfnpplwPMJzz7NE*aO
dca#~}D4EG7>{bF2AXSneLIy<0POf9$008CDOaA}>


From 708f06a256d0e7377d89cc2616960b3f2a95444d Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Mon, 19 Nov 2018 17:38:18 +0000
Subject: [PATCH 3/5] Done

---
 q04_ridge/__pycache__/build.cpython-36.pyc | Bin 535 -> 903 bytes
 q04_ridge/build.py                         |  13 +++++++++----
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index e3ddc05dee3c39ea1cf28a3867bad47373198d40..8966890e7fad5395a1ab89b2b43b665fe5d0642e 100644
GIT binary patch
delta 533
zcmYjNJ#Q015Z&3mZ=Vy#@DE&_kZ6#o5Q#)Vmm;RH*2Qu1uERzCIOaA*!i5yJlq!Xl
zf}aqj;Rh{Ml!6|Kp4qbz>}cP<*_k&pyWhN<aPX?zP2l&h@xEZ}iT$^H;zzXWkDI};
zFAr3rA{DPe_7xwpth4z#zW({;`S<sam+Qj`?34kWPWjF$M+Al`P+SS+-HIz{;0z2m
zV#R?G_l&=SE8a3rOqk#-G?9rLzH+{|^F>1n^8LndyauL%2Jnwhum86HfUajItY6Hk
zPlb&aOPm+8@>0tbi-lUw^V$?fX9;pjv|?Hs8;){=MY*uy#g@phLaoY)u>pm2Z7g3@
z)~i3GLHZqL14^XpEWnUl*?EnnI@S4nsq{=z(8*=At5(Sf=e2eM8Mn+edtlhRyN8n(
zeyi<LoqCUe!5*ZLkoCy0Pd6E$`_1gx=EqAPUFKaEiX0PSm^$b<*e9^T_LVfO*2+TF
h7Qmj1|APaU8NH!#&u99rdr{jug@`PLRP=cYe*n6lg24a)

delta 164
zcmZo?pU$Fe%*)FqKlN?&c18w<#|%h-707k~;^MH0%E26r3@J>(44Ui{JEEC11t(8o
z(qp;BlvgnMI8&l!6njK`Nl{{EUKAUUky>05#a;;$05X6Ax7dmj^HTD2Z?P1orlzc9
pDB=bhT*N(DoGD0-!zMRBr8Fniju~Vb50Kzt<N!h*MjmD%CIH$kC(!@^

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 512330d..327d779 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -9,10 +9,15 @@
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
-np.random.seed(9)
-
-
-# Write your solution here
+p=np.random.seed(9)
+def ridge(alpha=0.01):
+    ridge_model=Ridge(alpha=0.01, normalize=True, random_state=9)
+    ridge_model.fit(X_train, y_train)
+    y_pred = ridge_model.predict(X_test)
+    y_trainp=ridge_model.predict(X_train)
+    rmsetest=np.sqrt(mean_squared_error(y_test, y_pred))
+    rmsetrain=np.sqrt(mean_squared_error(y_train, y_trainp))
+    return(rmsetrain,rmsetest,ridge_model)
 
 
 

From 5031732f2b1c508d187bc46a1ae42f86d1033ca6 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Mon, 19 Nov 2018 17:46:42 +0000
Subject: [PATCH 4/5] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 162 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 898 bytes
 q05_lasso/build.py                            |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 168 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2068 bytes
 5 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..eac0adcd38968588f94f9a412832d9eaa25261cc 100644
GIT binary patch
delta 51
zcmZ3-xQLO%n3tDJZtC0Ui5%wg{`wjDxvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
Gvs?hAe-W4f

delta 63
zcmZ3)xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaV`LDI~9xo

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..549b896b4d2e76c93e69d8d05fb51184487f407a 100644
GIT binary patch
delta 477
zcmYjM!AiqG5Y29~X_6*wEqb&k5qq(yS5dGBFU5m`$|{u5-D+#o#LX70MhdMzQ1TUC
z`~?qwfSz;nBwjrTdUCcXxWhd5&CZ**^PC&!><!OzzCJ%rDpPxZ(Pm_VP6>5rp1Rbd
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z^D-Q<jPwUVG!$N1)M=Yq%$I%>oP`4t;VQ^0C<0`r@cS$bU@Oj<D66{q&_9?{ZPq4i
VHR$mzwfD^2MHYmMT)m84`~&EGdhh@M

delta 555
zcmYjMv5wR*5Vf5++3Y4EoHz;u(iI4?1w;o81p*09&>#wE4hv~zV&CmXaT07VVj&2L
zy%wY;JrxZNA3(_u(7U5T`~nqrIGyllo@d^?8O^*4e}vKXBpH8x@`-%dM2{}ua$HUr
zUPB0Y#DX<^ib+fol9E#-+q}Gke@6g-&9{qJe!V{P_5ROSN4E=T8TSI~*!o@T>V*Xj
zI=~=9%<D6_P0$*?K^m7qhnRl|8Ges!9+o2=X|F?TSNA$t`g&|5e^B}-O8;0n>HI;7
zJFmkB=rNcE5BoX1e4Zo^s8Y?Wm7FaKJ%uJLnrbO(HI4g^@X}k<G7{}kP47u6xIuMm
zeDz#v>DgUPus_pWX%no5e;UZp(YSI$Npd`OrX^j}21}v%E{RWA*Ex{az5uyx8~^O*
z^G5KTKASJ{y{1@-bG+6nKa_k$bt7_GRXeS0N?vHy-#}M)<d$tqtt%G*n8Fy2VFokw
z5Bnpuo65wN46c`=UCFfnj>v%tB&}H^>@l1(GGg|^nc`YbtW;(WVh5)kxY5IY|G`<y
ZnbA$ruw}(>A)6_;Mhr*RVrSl#{}&SLj)DLH

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..d40e38e 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,27 @@
+# %load q05_lasso/build.py
 # Default imports
 from sklearn.linear_model import Lasso
 import pandas as pd
 import numpy as np
 from sklearn.metrics import mean_squared_error
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-np.random.seed(9)
 
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
+np.random.seed(9)
+
+def lasso(alpha=0.01):
+    Lasso_model=Lasso(alpha=0.01, normalize=True, random_state=9)
+    Lasso_model.fit(X_train, y_train)
+    y_pred = Lasso_model.predict(X_test)
+    y_trainp=Lasso_model.predict(X_train)
+    rmsetest=np.sqrt(mean_squared_error(y_test, y_pred))
+    rmsetrain=np.sqrt(mean_squared_error(y_train, y_trainp))
+    return(rmsetrain,rmsetest)
+
 
 # Write your solution here
 
+
+
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..d783a3cbc7cfe41b8bef6fe05582be32ebc704a9 100644
GIT binary patch
delta 51
zcmdnOxPp<xn3tDJZtC0Ui5%wgq52v5xvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
Gv%CPOsS&UM

delta 63
zcmZ3%xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivab5s%Jr$$?

diff --git a/q05_lasso/tests/__pycache__/test_q05_lasso.cpython-36.pyc b/q05_lasso/tests/__pycache__/test_q05_lasso.cpython-36.pyc
index 438235e09efc7f1a0a186767f404ef51087308dd..67cd2a25f47bbc57e188831f5db17d5734033d03 100644
GIT binary patch
delta 54
zcmZ1=FhzjFn3tDJZtC0UjU1a8<)ig8@^e%53yM-xOEMEPbM(XWi?WLg5|dN)lk-zj
KH$P>xW&;4|bQ0YF

delta 66
zcmbOtut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{WEmW&;5BwHL(z


From b0ed4264bb8078e0021044d6f6bf2b8feda65953 Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Mon, 19 Nov 2018 18:39:47 +0000
Subject: [PATCH 5/5] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 173 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 805 bytes
 q06_cross_validation/build.py                 |  13 +++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 179 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2079 bytes
 5 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..23466b481b94685ab1d882785f3821926b8be566 100644
GIT binary patch
delta 51
zcmdnVxR#N_n3tDJZtC0Ui5%wgQTiGAxvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
Gv-|<7OcBHY

delta 63
zcmZ3>xRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivasB{wlohxD

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..bf4fafd2ac0921d2ce10612a75ba3c6af319e2c2 100644
GIT binary patch
delta 452
zcmYjNJx{|h5VeyyNz=4N6+*Bf1tDdC4h)PiBJnZ60CJHkt3H*`w5jYYNM$MmONXcn
zATcuV6IhV=8(CS|SP&EEvh*z9y|eB;Kl`1%xY16n7F^rk?FWmHPqGjU@jh;y7EyE}
ziF8tT;Bk)<#0;^|eM*2ycS0{2uke6ZdB|(vNl*Gy%ImTsgFC_-(11Dw5Ke65T4yA#
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JHECe^&L4NAbKw90

delta 373
zcmYk1F-rq66vva?C3mfN9ja3&;Y27XrwF<VIyvazQiD+9CD@+5J4xbDs8d}X$~n6^
z_$B-VeuCiU)YVZOd<PCb_`mm0c<=FhFYJvbdvV<UxOnD27@<$}FDUp!kU3c-$(HhR
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z(F|E^iNumf?~&enGcWh%2v+!~^%>qC`<g(X3kE~0#kh3A^w0Q(5@p|aw5X(-I6QE8
z%9+V3t;{RZ5lnq&>8L7HDy~N3^tj6I3RPN@UTZZKwklFFnXKRHDpwi&)&=R+UwCIN
zZr~bHgu7UGp!PfUKDpUtT9mRXoNttpE|kKGp;1;dXmJbxm9e@x&oO|6N4+G;YJ+du
NkRlx7h(x4Ie*yayTx$RT

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..85df2e6 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,18 @@
+# %load q06_cross_validation/build.py
 # Default imports
 from sklearn.model_selection import cross_val_score
 import numpy as np
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-
-np.random.seed(9)
-# We have already loaded the data for you
+from sklearn.linear_model import Ridge
+from sklearn.linear_model import Lasso
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
+Model=Ridge(alpha=0.1)
+# We have already loaded the data for you
+def cross_validation(Model, X_train, y_train):
+    scores = cross_val_score(Ridge(alpha=0.1),X_train,y_train,scoring='neg_mean_squared_error',cv=5)
+    return(scores.mean())
 
-# Write your solution here
+cross_validation(Model, X_train, y_train)
 
 
 
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index ca3f5cd76d3a5d9abb66f9d0edaf0d9dac4ec0bc..da00dd9a706402c9f0aa926e25d58505b1d93d34 100644
GIT binary patch
delta 51
zcmdnbxS5f|n3tDJZtC0Ui5%wg3HllNxvBaEMX9MJnTeS>`r-LS*~JBk$*KCu`6;Or
GvqAx_b`jhF

delta 63
zcmdnYxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivaiIWsmKD$d

diff --git a/q06_cross_validation/tests/__pycache__/test_q06_cross_validation.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/test_q06_cross_validation.cpython-36.pyc
index e7acaafb51ef25b340dab8d17122199d81af9aa6..52128b32e7c8e31a0aa75600d703bb381ecb75ea 100644
GIT binary patch
delta 54
zcmZ22FkgVfn3tDJZtC0UjT|ye@`d^t`MIh31x2Z;C7FqtIr`!GMcKs#iOH$@$@wX%
KoBf&YumS+sQWAdv

delta 71
zcmbO)uv&n_n3tF9r~kaDjT|yeI<@*4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
ai8(n61x5K;smVam$p!3Eo8y=cvH}2EHW<4A