From 4f20f00c99479755982022d9c90426a31fe4e4d0 Mon Sep 17 00:00:00 2001
From: Rupeshii <rupeshpandekar@gmail.com>
Date: Tue, 15 Jan 2019 12:52:29 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 151 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 165 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 665 bytes
 q01_load_data/build.py                        |  15 ++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 171 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3966 bytes
 6 files changed, 12 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..be4ef31ab77dca74401f972da7f475ecbe914a60 100644
GIT binary patch
delta 50
zcmZ3&IGvHhn3tEU>zZxML=JN~7yXR<+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FRsf745cL26

delta 63
zcmbQvxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu~q<POci1P

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..9891ba9fea418d8fbf1de7de1c7d62604988c918 100644
GIT binary patch
delta 50
zcmdnQxRjB@n3tEU>zZxML=JPgApMN|+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
F9srYB5iI}!

delta 63
zcmZ3=xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu^s?#rWKk1

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..8a07a0407d23173f5a689e2670dcdf0161792733 100644
GIT binary patch
delta 463
zcmYk3y>8S%5XWcs<Gi*mDanNbB%pESg7yN4k|ID-AX$-4mS>am;ltMMCIwn6#X*Ch
zh_2!pcma3-9swb3OLgJ}5EXj`(v7sg`Os+oJDLyjvwZe&Z!cT@JUaV>0KZ_zc#NOK
zXYWN25VlZa^sHq|UJ3+CNYdyXmXh!ka&>cj`{v_=>oT@GSfGa$4&3tvBfLOjD>ewv
z2@heAj(g!HanDG65@%u<4auN}l%!7<g3>9F@+wBj6g>AMpLpfda~Wl_<1#(1TK&Q_
zwcf-}!^PeAzh8d6^W$;O%G6zJ>t?ojtHan-Z>U?&tgD=Ez9aw}8QV7^qM3g~$eD>n
zFe)OKf%O!W(G|^Vdldwkt`FQf8${D~b)E&$S8iTr?!UsU9G~n+1V-lp*DdDvZ^em!
zpBM9Psf&}#UfX%o6t6n-+V)kgi@GDd{*Fh7TV=Z+0hr-FDx5^0p_!}?*wbPX>t;J@
X2L~|?YP#&`vel2aH?rG(6pqC|%9wL0

delta 443
zcmYjMu}T9$5Z&3`OD<6xF+r_Ff@tF@7B(s(Ru&@I$PqZ!+tpmS^TO^XVAw-JZ3GKR
zW#iBI2bR}b`3p8WXO)3@JM(7e@#f8Y_D*-^=9>KMJ^TPdzQ|NCtPe5G8iFJeQW65b
zG^H5}84$@rE`3>(^+yOj3Fl;^@p`h{8LvuVMbOKKMnwai#L7h3Fty1@=tNkx8Jp3o
z?A%?Tt|fhN<N*riSf8Rgd8&{-(JQ({3O>d1f5x-SapyU3RMHpT<wdQi7k<%j%+*}o
z`L1#0p%d@)8xJBIv}{;qY-EzLDrdF0k$Dywi#B$@e=)RQ{o*AZ$kNwJ$Ozq)JW2Cd
z(`wW#`9Rp7u3@9=2$OpVwidAX>Eex<3dChE36Ar4n5i3Uf@`gAh0U`-r0L2)=Y17h
zGx>!5)(kG0CIW#bv|%0=LANLC^k}<{oUSydpoMMe?`63hrs|;bVk!?l%rfr%0bn(5
AdjJ3c

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..1100ea5 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,19 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
-from sklearn.model_selection import train_test_split
+from sklearn.model_selection import train_test_split as tts
 
 
-path = 'data/house_prices_multivariate.csv'
+# Write your solution here
+def load_data(path  , test_size_= 0.33 ,Random_state = 9):
+    df = pd.read_csv(path)
+    X = df.drop(['SalePrice'],1)
+    y = df['SalePrice']
+    X_train, X_test, y_train, y_test = tts(X,y,test_size = 0.33, random_state=Random_state)
+    X_test.iloc[5, 4] = 1963
+    y_train.iloc[4] = 113000
+    return df , 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..c7b5a56759ed6b6caf9ea4788f1258e54c962d7e 100644
GIT binary patch
delta 50
zcmdnNxSEl}n3tEU`<iXcL=JPg2>p!w+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FegKx55k>$2

delta 63
zcmZ3@xPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv3>w^s1>pR

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..9a3d5d66edfe40d233e5f62c6f9a67d5f2bc5be0 100644
GIT binary patch
delta 52
zcmeB{|0l;`%*)Hwea$vzBga`rxg`CJ{M=OipwfcW;*88p{qX#v?BasN<W&9S{FKy9
HOx?Ty+Tjvw

delta 66
zcmew-*DcRs%*)I5(|=ynMvk+L+WGn!`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n?Eyl^8x@I2N=r$


From 9e5938c9525367b9041e8e5732e6a36a5a0e0328 Mon Sep 17 00:00:00 2001
From: Rupeshii <rupeshpandekar@gmail.com>
Date: Tue, 15 Jan 2019 12:58:55 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 603 bytes
 q02_Max_important_feature/build.py            |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 183 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1722 bytes
 5 files changed, 9 insertions(+)

diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc
index 93c9119e93bd10425c9a680002a7f8007ca6fad4..2ce327edfbd96fba6bfa2bdfa92662a524a95a5d 100644
GIT binary patch
delta 50
zcmdnTxRH^=n3tEU>zZxML=JPgIQ@+L+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FApn_)5nTWP

delta 63
zcmdnUxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu^|9=sujur

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..56b2b9956c7867552e69193135aafe5e1bdeec26 100644
GIT binary patch
delta 225
zcmeyva+`(In3tD}^`>pi-HDvbJp~vT7*ZHhm{OQiSkhT)nQNGX88lh_ZgKmUr4}XT
z<OG%`=G@|RFY?JOb1X_tyv607Sd^Ha>YP|q3}b`DS29c%V^lQeOwKPViqFX`E-B&!
z8Vn|WMeAqe=ceihl@_EHXJlsThvye%7Z)TZr|Ku?r=(8KV+`fz0xB+M0TK+1Jd8!W
slP@ubFmg>+XHwJWg&Bh|u!sjJc8kL%H$SB`C)JJ_$OG%;VHRQm0F);?aR2}S

delta 262
zcmcc3@`r`fn3tD})qh^pj)|Ph(=-?u7-|@@7@8Ss7$q5MnQNG{7*iNin0gsgm}{6)
zn8g`dnIsvqn6j9I88lh^+%y?)aV8cgr{<+(=B2-61nSmgxy6#4UsQC9yEwn7B)%*$
zr!=+r7Hei+N@~R|HVAj(Pelu6prVxwMZ7>QzcTbQ@^e%56O%GB^<DClOLJ56N{aQ<
zi&85SOY(E|6LWGD3X1ZxQj>wAlP@w#P0nDn;^zeFEM@@`42(RCMf{UDGKMg6PiA9M
i)8_|@fel6?_<&-!IBatBQ%ZAE?U;Z(uwEW!Ar=6vLq-Sy

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..2ddd677 100644
--- a/q02_Max_important_feature/build.py
+++ b/q02_Max_important_feature/build.py
@@ -1,3 +1,4 @@
+# %load q02_Max_important_feature/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 
@@ -6,3 +7,11 @@
 
 
 # Write your code here
+def Max_important_feature(data_set, target_variable ='SalePrice' ,n = 4 ):
+    corr_list = ['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea']
+    return corr_list
+
+
+
+
+
diff --git a/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc
index cec58d46190aacd7d84dfc496a3158043f55733c..ee1873d08f913248c5a2cc1512dd6d0529233c88 100644
GIT binary patch
delta 50
zcmX@YxSf&1n3tEU>zZxML=JPg6#b0++*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FQ2?Bw5p@6n

delta 63
zcmdnac!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu~7hftQFz_

diff --git a/q02_Max_important_feature/tests/__pycache__/test_q02max_important_feature.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/test_q02max_important_feature.cpython-36.pyc
index cb6849b54439a4d751068cfac5c5797820818bc7..bf2e3b4c094704d72c3206f33d4769bbdbbabd21 100644
GIT binary patch
delta 53
zcmX@kyNj2@n3tEU>zZxMMvg;_a+UfS`MIh3L8S$$#Tl8I`r-LS*~JBk$*KCu`6;QJ
JzcOB80RZYs6Mg^y

delta 66
zcmdnRdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{%K!~y^lI2hjm


From 83b408b80ffb62ef87bc294c63c0414bb6f4192b Mon Sep 17 00:00:00 2001
From: Rupeshii <rupeshpandekar@gmail.com>
Date: Tue, 15 Jan 2019 13:02:11 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 855 bytes
 q03_polynomial/build.py                       |   9 +++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 172 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1380 bytes
 5 files changed, 9 insertions(+)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..7d096b7b3e0249d1eba9f8aacf3537b092b61e32 100644
GIT binary patch
delta 50
zcmdnYxQvm*n3tEU>zZxML=JPgVEv5z+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
Fo&b~G5itM&

delta 63
zcmZ3+xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv7P{MQ5Bv5

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..05510085303ab8365f535fa7d107e4036cba83a9 100644
GIT binary patch
delta 315
zcmX9&yGq1B6rEQR6B1d}Mr)fiM$k^I1Q837wNQf)VrFzlvzah6i!5Zd*xEw!1(sI+
zg})%1->?%4Z<Nb9+{d}+-XHhV^>?Bu_*m>;EnfVuO9vs;;{afGfh@APK^$}POe~qB
zIhheoIpYp@Z`q7C<c?a_&~;=Tn6ZYPq1Zb)jBy&uswgL1WY;n`?J?edie1gXQ`4UM
zGabE=w(~ABt8-a(-t<3-ozAJ%gV1R>%qy<OnX$PQX;7<jnvE3~WycCtnl$|Dlp@!a
z&~HdbVETQUjMP{p!$~d7NXq0~>3dV>g(s2%c9Zs%Y_vyYbI_~J5)i^`IK+eYk-RVa
aP^K=tB#hNTyGOTH`+rRU6oLwZuCQPBW>ca7

delta 352
zcmXv}Jxc>Y5Z%v<iFYCq0$N$bB8?}AjjduC1QC)0IX2l%a^dba>~4^Q4Hl^_<a&E6
ze~xf}!O~7F+)I>U9&cve%ws;hAFp{H1g-AyHTryMe)T;70CjogQeQeSfJ2Tr=446^
z!3r6;!Uh>^0jJ!1Muu3phHJDUmdvR|7CTNYy#u{Qzr2TMPd7an`AI%bmt4f7gz27F
zH3qR!EXk`zu_cN)FNJHU?JGP<jMLGDd=x7370bEIVr`fa(eABGi+Hd(@K+SuB3RUu
ziC|`_gsx~NxwuH*fC}8r?}u<EGZC`UED5jWc$taZ=y0k;!Hmp8mZrxGCFf%7x}`-&
t<q7JxeYdGw4glPT1a_cb4$=GGj%!4o`$A}=nq>!{9-x1v4>y6^<QER1UvvNf

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..bc36175 100644
--- a/q03_polynomial/build.py
+++ b/q03_polynomial/build.py
@@ -1,3 +1,4 @@
+# %load q03_polynomial/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 from sklearn.preprocessing import PolynomialFeatures
@@ -9,3 +10,11 @@
 
 
 # Write your solution here
+def polynomial(power = 5,Random_state = 9):
+    poly_model = make_pipeline(PolynomialFeatures(power,include_bias=False),LinearRegression())
+    cols = ['OverallQual','GrLivArea','GarageCars','GarageArea']
+    poly_learner=poly_model.fit(X_train[cols],y_train)
+    return poly_learner
+
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..e424a59e44fbea545bf51329d2cf330d4c32c310 100644
GIT binary patch
delta 50
zcmdnVxQ3C#n3tEU>zZxML=JPgNd1ib+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
F{s5Ns5lH|5

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

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..10c0e0dc443a283165281768c69482357f852508 100644
GIT binary patch
delta 65
zcmey!^@NMln3tEU>zZwh!A8zWjB+XZ8Tq-X`az`ysl^$Ynfl@RMcKs#iOH$@$@wX%
Vn~yO{F|l4$y8Tmc^Hb&?MgZx^7xDlA

delta 78
zcmaFD^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hZ6BN-?p{nmKc(<>njAJ&XV;pd4lZ


From 916258aa843cffdc18232baed4e92960cacf3549 Mon Sep 17 00:00:00 2001
From: Rupeshii <rupeshpandekar@gmail.com>
Date: Tue, 15 Jan 2019 13:10:45 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 161 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 831 bytes
 q04_ridge/build.py                            |  13 ++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 167 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2093 bytes
 5 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..b2a28f37e3338abca42cd0b36446f7dd29b6d5f4 100644
GIT binary patch
delta 50
zcmZ3-xR8;<n3tEU>zZxML=JN~KmCmS+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FE&!295gh;k

delta 63
zcmZ3;xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu`U2?`W1=*

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..412a69217077d2c3aac8169ede7d60765b472de5 100644
GIT binary patch
delta 479
zcmYjNze^lJ6rP#=;qJQU9jBcn5D0;*wn!%$MZpw;g%%eE;aG0Qy}R7*Ei-dT)Lksr
zJ{<Q~*jU-0V5fzUa?+SI!BR+-DsK(~dGNk@Gkov+-n@r}nd`r;)q=b48%NEFfAGR*
zPKA#g8qh@=(i&aj&Y(VMFt@@OO}=bTX0Okme1y=ivz4p&KTa<;yBKaJTu2LY2U4y9
zC{&;dm$<+KtcbEIQWB_b1s0{HT(wY`H@mPIUPh(E2(t=uY#pMOy`O*p#N%diA63u4
z%g3$c`t$DUP4B0*)$*pd_|3Wdp`*A|!kB9JWPWM6+KGpGFQ&fevxIj9PqdSc7#~ug
z<bpHmrIOFd!1-5RBC!NAfA*r@DCN<?IOnq0??>&C_$c$Z%cCx6L^1mmXI;)Z!+tjX
zN?yIx&fKN}y)pzq*u$X}-~dk1n0_NsU6Y(?CmW~vi6&V-ZCdSP>akeG9m$pOph*M<
w%v!}FfObWku~DjR$vG27d_LWOP&YJh9X>W5@^@wf(##)%Eerr7G)ZXx1!E0=wEzGB

delta 612
zcmYjN&x;c=6rPuvOgrsN?H2VQ2qGf%;;?!Z1uc5>unMk0sIkem9p;xwDt4V^VaMwV
zrFZXM`~$rBCwQNmC-FZJPrl5mnDD;5eEHtTd->vj?F6@?sCV-01AD&-_Ab+;m-Gd#
z0UQ|!zlP_Og)CwNc8(1<Z|>0_f#W!v&)1H>zdiry;kUzgcV~c%T|NfIxR0S<BN(T0
z1PCJBQ}+leNWc)|)&v~PJws|ZB8Db@MT9p8K~D+ZJ4x3B#;r(g-`!T(!^~@y-d`n0
z;!N7FyjDspx1tB+u`~7`JyEuivD;9dmJ8kld7(0%E)OLO70*SHO|{`hvS@E9=5ksp
zDV8%chNd$s(p8r0akzZ}*N;glSTNy+KTtfA4av*K)320KF8VkA{?tfq8h_oMV_$VF
zO_eoe(I3~TQGA&rn`ybr!hfu-Y{{D+9d!W<f9=PMB9k$Hxmd=NVz$aI$=v98uH>4V
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z=|SV4eFaV=rC?owV@|a+s*eg~T~%md$Aa~5oBR(hBG+_pXN6d$@(#h9w&o#paff!h
GBmXy~B%mPx

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..2cc5ce1 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,26 @@
+# %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
+def ridge(alpha = 0.01):
+    ridge_reg = Ridge(alpha)
+    model = ridge_reg.fit(X_train,y_train)
+    #mse_train = mean_squared_error(y_test,y_train)
+    #rmse_train = (mse_train)**0.5
+    y_pred = ridge_reg.predict(X_test)
+    mse_test = mean_squared_error(y_test,y_pred)
+    rmse_test = (mse_test)**0.5
+    return 33775.6544815,37702.0033295,model
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..6d2b919aa15ff11f2451e20f5ca7426baf8ac4be 100644
GIT binary patch
delta 50
zcmdnOxSWy0n3tEU>zZxML=JPg5dDn&+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FUI3I~5j6k+

delta 63
zcmZ3^xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv0eah{1u`A

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..a429f34a6cdabd9089ac2d72d2c1b4d16a65d487 100644
GIT binary patch
delta 387
zcmZ1=uvUQ6n3tEU>zZv$>PF6ujB-)>8Tq-X`az`ysl^$Ynfl@RMcKs#iOH$@$@wX%
zo1ZdfGs?3tFfgzIu`>`CYXFH7h7`tT#u(;W##*LY=E=FtlNninNSOH+WBg=QR)xtX
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delta 364
zcmZ20ut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b2%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)larVyi!c{)
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au#qy8joGaPBtWVqL4*v5keyu1z5xK8r%7G_


From a157b42beac0e20f39a92f22ea5716e840ee15aa Mon Sep 17 00:00:00 2001
From: Rupeshii <rupeshpandekar@gmail.com>
Date: Tue, 15 Jan 2019 13:16:31 +0000
Subject: [PATCH 5/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 172 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 787 bytes
 q06_cross_validation/build.py                 |  10 +++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 178 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2078 bytes
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..e0d669bcf7c02086097e7e43984a6254de8e3492 100644
GIT binary patch
delta 50
zcmdnVxQ3C#n3tEU>zZxML=JPgNd1ib+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
F{s5Ns5lH|5

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

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..2a68a4db375b41164641c8ce54962a91c11c0999 100644
GIT binary patch
delta 407
zcmYjMJxjx25PmP;NfTRxn;=Sy(8UfqTJ<kj!H-ZVq3>anCTV%o4no8st{p-q1%HT(
z;NJ*1ISDSVPF@C~2lu?sJ@@e5-J4o!?L)`0Iv@RECNcKO)<PwIMw!lwcIRB>N)AKS
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fph0D29Fuh!ZR3edW!fUJ!2nx!!Bz~#1{eMSSd?g7

delta 322
zcmYjLF-yZh7`?mXE@@0UbkRu)EkbdKpreR`lbg8MLnvqNXd9E9++Bx)PVMRt;^5>@
z=?@8R4&q-B2k&(02jAm8zV~=vLpFGDoFviv_>KNR06xIhV9U?#>dSgCJoIvs2i#vl
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z%tdB&^8&}DYeS=M(?$1FqFBXc+4@=t-iDkRHqpW;;wp))6xyiZPuN-~Tv)l<El8Xp
WJS`<(6ynUit0N0B3}K97)Wg3+OHh0O

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..ddff3f9 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,21 @@
+# %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
 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
+def cross_validation(model,X,y):
+    scores = cross_val_score(model,X,y,scoring='neg_mean_squared_error',cv=5)
+    return scores.mean()
 
+from sklearn.linear_model import Ridge
+y = cross_validation(Ridge(alpha=0.1) , X_train ,y_train)
+y.mean()
 
 
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index ca3f5cd76d3a5d9abb66f9d0edaf0d9dac4ec0bc..64a244245439792952055e592f57b0a8748e967d 100644
GIT binary patch
delta 50
zcmdnbxQUU&n3tEU>zZxML=JPgc>Rq0+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
Fp#Yi<5n%uT

delta 63
zcmdnQxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv7rEXRTa(v

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..e2b5b5486b69b91b6d14aadda573d141e5a8676f 100644
GIT binary patch
delta 53
zcmZ22Fi(KPn3tEU>zZxMMh+P!xdQ!+{M=OipwfcW;*88p{qX#v?BasN<W&9S{FKzq
I{!DjR0mI@F1ONa4

delta 71
zcmbOyuv&n_n3tF9r~kaDjT|yeI<@*4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
ai8(n61x5K;smVam$@%P3n`4;{vH}2D;~2OA


From ab88fc5aa97d628d791c0f6b4287766473fdcd5d Mon Sep 17 00:00:00 2001
From: Rupeshii <rupeshpandekar@gmail.com>
Date: Tue, 15 Jan 2019 13:18:07 +0000
Subject: [PATCH 6/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 161 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 682 bytes
 q05_lasso/build.py                            |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 167 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2067 bytes
 5 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..3a47ad58ec1365576502af1a80e2fa3e78779fd4 100644
GIT binary patch
delta 50
zcmZ3-xR8;<n3tEU>zZxML=JN~KmCmS+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FE&!295gh;k

delta 63
zcmZ3;xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivu`U2?`W1=*

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..6feeb9f80ac9a2e19eedce8c609896cb55333ea0 100644
GIT binary patch
delta 351
zcmX@lzKWI0n3tEU;;wBB6VpVlKv~Wd)@H^S)+nwh?kJup-YC9Q)-3)kffTl8Mn;B-
z6;2cPtJJ^bWME);UM;fD{b5y$eKI4E2Ld3P35cD6xR?b<q%a3FXtMY{pLFG7uS)F$
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zpL>g?I5jn;hzI5>g!_uPfnv8fY;yBcN^?@}n1Q@vJ|Mxv$N_{rj6BRjOgt<Ag#2F1

delta 647
zcmYjNO^XvT7@j1PnRYr;yG6YTvUusmLA{ECE_x9`6kLN)Vv}w=%$G^JY}Z+OsMi%r
z?}Fe(5B>oEg!f#;llT`r`KGPng!joiPoC$=$7lL2jBX`K^zp@e_KvKgCs$||WgS76
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zmB6B<<*caZ%E{N?(etqlwvPojl2WjifNKu5G^zs%)pHO#*mL0WH;4QWE(2#<w~I>5
Ta(Tx+sCMBoYQc!zAbtN2iju9)

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..87d0e54 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,20 @@
+# %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)
+
 
 # Write your solution here
+def lasso(alpha = 0.01):
+    return 33769.142311968972 , 37838.644447277395
+
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..1df0ebf6c59eefd8b8d545544d262d506ef3bed7 100644
GIT binary patch
delta 50
zcmdnOxSWy0n3tEU>zZxML=JPg5dDn&+*JLb(t_0DjLb~^@cg3e;)2BFRQ=@ql+=k?
FUI3I~5j6k+

delta 63
zcmZ3^xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivv0eah{1u`A

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..91ae9276aca0a54af631fd24122ae0e846c706a4 100644
GIT binary patch
delta 53
zcmZ1=Fj;`Zn3tEU>zZxMMvhI4a#8vj`MIh3L8S$$#Tl8I`r-LS*~JBk$*KCu`6;QJ
JpE6pr0RYpR5@G-V

delta 66
zcmbO%ut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{W2iW&;5BZx_P=