From 05f6f7b4e0d89f6181bc21b533951a2a24941f9f Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Wed, 2 Jan 2019 13:04:24 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 150 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 164 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 664 bytes
 q01_load_data/build.py                        |  14 +++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 170 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3965 bytes
 6 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..b9191fab082b58aad0e7975a66862caa90b00d32 100644
GIT binary patch
delta 49
zcmZ3&IE|6Rn3tDJbDK`gL=JOVXZ?))+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMSE
E0A247sQ>@~

delta 63
zcmbQnxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF;)O(3l(4h

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..8fd5b2baeb6e9cc54c5450b29325c6ad9fc41e1c 100644
GIT binary patch
delta 49
zcmdnQxP+0zn3tDJbDK`gL=JP=K>dvT+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMRh
E0A&3S;Q#;t

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

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..2a45f2df3b282153b689945f4cf538508431a186 100644
GIT binary patch
delta 462
zcmYk3y^0h;5XY<fW2a}>yU^P+P&iBm4kj>NKhTQ|7WIOI;b0l2`gUh;)){*G45Wt(
z&PzmtV-w%OP!N3pAK{WtjTRq3FtRrgwxECYK~euM>Vy0&Up(B|NxptNJpF?JzhKLF
zh@Xbn9Rv^%){tZHtY%A|3j~Tt(%?PjlJFQ(bu+np^YOuD9@;G|(7_e<-0=k?oFTC*
z)(gi8_o0`TJK-d8$4Gn<r=lP9QLp-#q>C1U;xUkNDn!v39Crg3IpyLr8Dx@49v>IA
zerc*wufwNdcK`bKtMB)2pQJ30?WOMQw5#4}KQzS~YL?T^7FJhZB7n6F?Q0QG&3_=I
z%!DEs6_85LTJp;1f~IBn)(bLC>$$a^7ggPqY2rm&*m<7V{|eK5_<BpiGdlCQsxdvd
z6DIzhWb<aJv$inB?C5!R(wOtEElQo04e8ZSe6+t2?sfwJ6Wm3Gqu>)XqtzaJmW@K)
aY$k1CFQi_LmknLi`tjyO-DVwyL-7w9s&Z@q

delta 443
zcmYjMu}T9$5Z&3`OD<6xF+r_Ff@0$-7B(s(Ru&@I$PqZ!+tpmS^TO^XVAw-JZ3GKR
zW985I1-92(`3p8WXO)3@JM(7e@#f8Y_D*-^=9>KMJ^TPdzQ|NCtPe5G8iFJeQW65b
zG^H5}84$@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%0bTZP
AcmMzZ

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..e39bb75 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,18 @@
+# %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..8a6d75b7051e6012c2b505071e3c56838ba13aa3 100644
GIT binary patch
delta 49
zcmdnNxQda(n3tDJcbiVkL=JP=aQ%$@+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMSs
E0BEBR{Qv*}

delta 63
zcmZ3*xPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF@6AZXBDsj

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..a7834f87b9ad80c027c43c67f3c73818e373c8a1 100644
GIT binary patch
delta 51
zcmeB{|0~B~%*)HAyG<u%Bga`r*+l(}{M=Oig2bZ4bQfp+@cg3e;)2BFRQ=@ql+;a3
G-Mj#)?-3#Z

delta 66
zcmew>*DcRs%*)I5(|=ynMvk+L+WGn!`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n?Esj^8x@H!5GN^


From 7dfcd3e2e8b53435f5ba5cb75cd41daffcd319a9 Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Wed, 2 Jan 2019 13:08:07 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 602 bytes
 q02_Max_important_feature/build.py            |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 182 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1721 bytes
 5 files changed, 7 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..bd3e925f2c8d49cbcafa11beba9ccd7cc423309b 100644
GIT binary patch
delta 49
zcmdnTxPg(wn3tDJbDK`gL=JP=SpAIr+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMRk
E0BZ>l5dZ)H

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

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..5112f06e7c23fe2d9cd7223eb1c104a1c50ea3c5 100644
GIT binary patch
delta 224
zcmeyva*Ku2n3tDp)pnhj+Y>pLdkQcxFr+Z1Fr_f3u%xrpGS@H%Gib8<-QxByOD#&w
z$q6h?%(=zsUgVQm=2(=Pc#F$Du_!S;)j6@K7{&&PuVk1k#;9n-nVer#6rYn>TvEgd
zG#E_$iqg->&rQ`Y0BLk_)(_7w$}TQQOitBL&QD35oW~f-&jnOl%mO4B7<m|rcqd<C
p3}NJ&tj?sS&kHjJVO|jrQ0x|mO>TZlX-=vgGmr<?%fl?h0sw>lJ0}1D

delta 262
zcmcb`@`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@qzO-^UD;^zeFEM@@`42(RCMf{UDForO4PiAFO
i)8_|@fel6?_<&-!IBatBQ%ZAE?U;Z(uwEW!Ar=6tGe!dd

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..3b66e4d 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 +7,9 @@
 
 
 # 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..3faf3254b09a24a7dae8c463ad9efce5c8534dda 100644
GIT binary patch
delta 49
zcmX@YxQ&s+n3tDJbDK`gL=JP=Wc`f%+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMS9
E0B#QuDF6Tf

delta 63
zcmdnSc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF;M_}YZc%C

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..1074dd24c9e5301a6c249c5469bf33f6bda7d40f 100644
GIT binary patch
delta 52
zcmX@kyOWp0n3tDJbDK`gMvg;_vK9In`MIh31&Kw8=`POt;rT_`#RZAUsrt$JDXE*k
IGG1Z<0Jp9ZG5`Po

delta 66
zcmdnVdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH$P{*!~y^k@)+F!


From b7c0be7542e3fd58d2362b68e45d51be80181913 Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Wed, 2 Jan 2019 13:11:19 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 165 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 982 bytes
 q03_polynomial/build.py                       |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 171 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1379 bytes
 5 files changed, 11 insertions(+)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..040ad0d0404f9b58683afb698b636b29ec8c4b7c 100644
GIT binary patch
delta 49
zcmdnYxRjB@n3tDJbDK`gL=JP=ApMN|+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMT1
E0A+p;<p2Nx

delta 63
zcmZ3=xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF`fW$5EYyN

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..f7024cf61089305400428701583b5b42dd332d11 100644
GIT binary patch
delta 524
zcmYjNJ&P1U5bf^y+8bwf=gu=Y1Cuiu5Ju2QP=u316i(DYZG@$rYWHSuc4p}ALl^cm
zm`e?g$;=G>2mTU+PL1|2h@jQ0fz{Nb>Q(pas`?dvkM?h+Y219f@%oNO$Pe<Lg&5yQ
z*B>tS5ARN31Y75nr!wsc9|M87p72bL=i4%y@4zJpA%S$}_jG<4#*p=_r+gRU=Oo|0
zcz^yXKq==3PVzQ_A%?C9P+*^!VLj>D83PY|2q2vKXWoj<J>##uJz@f^`70l#qNBr{
z@}z3Y`V{2!O(pd3h~E5|hssAyg+mbKzOmlh%Gl`T)F@FkHd_7-^1udN`%WsJJQEGH
zi>WrkNFH}>y__yukhS&8w$?n^Ftrq_k?Jc^DT@AlQXIDnS#&~)*@J`PMXOG9CrTL>
zB|a^NFYM~@kX^s$F6$8jp}RDp8C4UEkJhfowOi~uazGJsrW~O*#Ba3x$}q6cPq&cd
zA@(n|QSm0h8C>F|ECm}hr;BcBS<~65QxdAu*gz;HmNrsSAB#@f_+O!Fo8hr{ZO`pT
RX9x+lg~!|R;~=CX`Uj)bhXw!u

delta 429
zcmYjOze~eF6u!G$lKx1nC<rb^s34glC<rbJO2<-gsR0RT@7kv1N4Z>)K#D`VI+Sb<
zx(V+7Ee=^7{SU;!m)601+{gFv-uoW!?nD34S|_GiJG^~%z6e5}=-*L+U&2kgt5&;F
zXBAdmV#j2)8)O-)*JVe8WLb1o7M%k~#4saFVRS_I(VR#;S0s^2hM3B<M<Qv47kEMD
zG@}zWBbfqR%~UYdJNW`1KeR3E7=APeW{kUi-%Bj5(0i^Fo*xx@x*>wXETNQ8jxUs<
zFQHDI#`jz}hVUX5hi)Q0$(?#P4pO(bHuw|iMwrtwGvuC}37!;c7&CqvydhzN=l7jG
zjzeyH{jqOf$AekOBbnGE!BbDhq3s31!BoT(K9EU%MlOyFXi91T2ybJG_ppIQ160Q%
tqI@Tz16W)6J9%nWfI1p%#S<y2YXO^;qU^|Dl;$q{#m3G6BM4=O{sLKTYWM&E

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..7fa2c4c 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 +10,13 @@
 
 
 # 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
+d = polynomial()
+import numpy as np
+prediction = d.predict(np.array([4, 5, 6, 7]).reshape(1, -1))
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..3492c0e598c39ba5df1daa451e94f86d0579f601 100644
GIT binary patch
delta 49
zcmdnVxSEl}n3tDJbDK`gL=JP=2>p!w+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMUC
E0BD2{{Qv*}

delta 63
zcmZ3@xRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivG5!E_5*4%n

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..2ba9e72653e53696848647a7125895cf2854ee93 100644
GIT binary patch
delta 64
zcmey!^_Yv(n3tDJbDK_#!A8zWjIzo48Tq-X`UQzaiRmuR`r-LS*~JBk$*KCu`6;QJ
Uk1<Lyv0hZV{ZnuAQ|2B<0H_)krT_o{

delta 78
zcmaFN^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hZ69N-?p{nmKc(<>u?mJ&XV;KOAEK


From 165dee2b080821a941167594a1241f813a8060ec Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Wed, 2 Jan 2019 13:16:01 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 160 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 830 bytes
 q04_ridge/build.py                            |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 166 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2092 bytes
 5 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..df6d46d3ddb0917d38e200ae4e1bac5f5ed361fb 100644
GIT binary patch
delta 49
zcmZ3-xPXzvn3tDJbDK`gL=JOVU;T{y+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMRx
E0Al$M(EtDd

delta 63
zcmZ3$xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF)jdXxfO^2

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..f02ff9908a7eeb8cb00783647baa988216e79175 100644
GIT binary patch
delta 479
zcmYjNze^lJ6rP#=;qJQU9hy!OEJQdEwy+aXQ8AFhA{NRZ9K+4H=Xtxg%#MjacClFh
z0FV1C(pcHpL?LC0faO%iMl1uVtbB7I_~3o>X87Lsy?KAee!BibtriqF^LtYR|LaGe
zI~Cq@Xh6qlNNaRLINf@;!QBdDG&o)x+|Hgq`v{?@vkzCF|DIl~v@zUFxR4g)I%K{G
zpiqG-T;c+Eu_DT<NJ*f!6<Cy(a@AO2-t5BWcnXycC)_H?zO{{-_Ero65DzQy@2L9s
zzkFDYufK0j-*q0X)uuQ6h3C%Q-Ifx$lEzfKC!<T#)eh@r9Y%e5z+=&pBGyjQ=b}e}
zl1ag-m*iqZ2F_dg1IY=HdHE7``iY1#CRx0(9_{qyVV<$Jh}s|#G5(FEZNXc;gH#MJ
z$;>D1jBFavn}+}hdpNWL9Kb0X!+R3dHOaVk(xW6h(Im}=lh)2Y^*B?kl?x?3Xp(^e
wvsO6{pk2vQ-cPih3&EukA5HfT>W1bm!N-nzV%cmUH}i*J3j@FilO(iX0XNNl;Q#;t

delta 612
zcmYjN&x;c=6rPuvOgrsN?H2VQ2qGf%;-Fq-1$WV#hgEP5!Wf%u+hKm0q>Ei=S+rhP
zD7}04;ve9_f5H3QJc)mS;K`R+6%*c<moMM@crRc4ubtp_6!qRd{lMO@gT2c%?WKJ|
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diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..faf16d2 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,27 @@
+# %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..8bf9095d7f1b995a241f2357922bd1db237775dc 100644
GIT binary patch
delta 49
zcmdnOxQvm*n3tDJbDK`gL=JP=VEv5z+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMSM
E0A>FV=>Px#

delta 63
zcmZ3+xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF<t<0yA_}S

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..057ff1805031dc6d2d7d6b510a53374f7a48bfdf 100644
GIT binary patch
delta 386
zcmZ1=uttE>n3tDJbDK^~>PF6ujIxpX8Tq-X`UQzaiRmuR`r-LS*~JBk$*KCu`6;QJ
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delta 366
zcmZ1@ut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
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From 37cdbb4c43e799570369d2c8e412a401e63ab91b Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Wed, 2 Jan 2019 13:18:37 +0000
Subject: [PATCH 5/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 160 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 681 bytes
 q05_lasso/build.py                            |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 166 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2066 bytes
 5 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..68b7aaa81f7ed8ef8f42e67d41ce205eeb1b195a 100644
GIT binary patch
delta 49
zcmZ3-xPXzvn3tDJbDK`gL=JOVU;T{y+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMRx
E0Al$M(EtDd

delta 63
zcmZ3$xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..32e69e859ac178c6334415c855c495b33aa5c949 100644
GIT binary patch
delta 350
zcmX@lzLJ&8n3tDJX_rn6Bhy5#Kv~Wd)@H^S)+nwh?kJup-YC9Q)-3)kffTl8Mn;B-
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ydyAzwH8rJ(2j(b*^NP5EVz)SKa`RJ4b5iY?fxKcqAi=}P0fan^Jj_B&JS+ejJY9wW

delta 647
zcmYjNO^XvT7@j1PnRYr;yG6YTvUusmLH8;Oy68m&QE&}niA}ogFkdFA*mag3>UD+E
zyLj-j7k_|%!g~&aC-E<M@=aUC3Gb74o;=T!k8}Dhj1H0{`uzMO`#@IF<0~|avW}oj
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z)AX<!%?eo>ogOPW=cX!Bp66F<Rb_Hy^!g>bzOVXV>q2SQc&LkF6rmpK;Vr8E`V&g`
zR04~Zmb0RsD<@xnN6*GK*gh8ANJ_z40<JmK(x?t7RL?=|V9$Ze-yHHkxD1?a-6|?E
T%jIqNpxTAUs0AZ-gY^ABhI*~a

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..90392e2 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,19 @@
+# %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..a1df0b193231030805f00058ac34a6797b1d90f9 100644
GIT binary patch
delta 49
zcmdnOxQvm*n3tDJbDK`gL=JP=VEv5z+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMSM
E0A>FV=>Px#

delta 63
zcmZ3+xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF<t<0yA_}S

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..2cd00dc3da1c808d18797eb310cfb83dd4acfb68 100644
GIT binary patch
delta 52
zcmZ1=FiC*Jn3tDJbDK`gMvhI4vXS~3`MIh31&Kw8=`POt;rT_`#RZAUsrt$JDXE*E
IGFr0%0HJmf761SM

delta 66
zcmbOvut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH(zJ8W&;5BDHp*2


From 417f39dbda9a07d456a04a18e05416aea1490a8d Mon Sep 17 00:00:00 2001
From: paragDC <paragchache06@gmail.com>
Date: Wed, 2 Jan 2019 13:20:35 +0000
Subject: [PATCH 6/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 786 bytes
 q06_cross_validation/build.py                 |  11 +++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 177 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2077 bytes
 5 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..1fab5fbef9255609260ef4ed4e9b8076bb0befb9 100644
GIT binary patch
delta 49
zcmdnVxSEl}n3tDJbDK`gL=JP=2>p!w+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMUC
E0BD2{{Qv*}

delta 63
zcmZ3@xRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivG5!E_5*4%n

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..237e63f68a14da6ea7d2490eee8d625471189eef 100644
GIT binary patch
delta 406
zcmYjMJxc>Y5Z$@&yWE+0*a@O02m$d5E&T%h11h2(fv{wkn9F^!7Yi|BakeSWG%EN*
zv=ICo*IEfSwpPv+LI&pTn>UZ0nRoR;Yi>G@_4u~lxseF@Br~BR-^a|-qS-o9nUX_C
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delta 322
zcmYjLu};G<6ttb#Nkh`13rwg|E2N4cNH8MAz{G}FsD)IS*lHV+7}@Sn38r>s2w9l;
zlzvFW#(?+*#DEP;pY%?5dUv|_LN<7CoFviv_>KNR06xIhV9U?#>dSgCJoIvs2i#vl
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Wr={eJLY%pGbz~uiA&gOsdiWPXC{TF-

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..b35e905 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,20 @@
+# %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
 
+# 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..2e37ee22d8062adb96bc51ede241ad979f7d7d8e 100644
GIT binary patch
delta 49
zcmdnbxRH^=n3tDJbDK`gL=JP=IQ@+L+*JL7#G=G>7iazO{G#mQg2d!h{p9?V)QMT4
E0Bed66#xJL

delta 63
zcmdnUxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivF`)o>6cx+>

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..73720aa718e570b9ac0361ba78dbf0433f00caf3 100644
GIT binary patch
delta 52
zcmZ22Fjs)Xn3tDJbDK`gMh+P!*?j$s{M=Oig2bZ4bQfp+@cg3e;)2BFRQ=@ql+?}s
HOm|oTk|q$i

delta 66
zcmbO$uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n;n_%umS+#8y8~$