From 9d60fdf4ec60945e322a31b67307d804d1a322ec Mon Sep 17 00:00:00 2001
From: vivekshingate <vivekshingate@ymail.com>
Date: Sun, 25 Nov 2018 19:09:38 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 156 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 657 bytes
 q01_load_data/build.py                        |  13 +++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 176 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3971 bytes
 6 files changed, 11 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..c0ed23d319402a15a47543c748bfdc1dc4b9895f 100644
GIT binary patch
delta 55
zcmZ3&IERtLn3tDJ;KQ%zi5%w2p86U2xvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv#bFBDHD$X

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

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..b0cd9dce88b9dae086473c6e1db20f4725b7039f 100644
GIT binary patch
delta 55
zcmdnQxQda(n3tDJ;KQ%zi5%w2;rbc*xvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;OrvpfI?LKDXT

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

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..08a6e6a429a4699a6aca6712535d19a30c654503 100644
GIT binary patch
delta 295
zcmeBToye+e%*)HQ`O~lHdyEVWj~S2vGmz~7#Ki^^l~uV?SyNe3Sels_876vUF#1j0
zC?(6%%9O?=$xzEu!<+)5SxcB}SZY{n7;BhPm?wTx;)~)8PRvOSD9TJu)ntmAEY2u9
z*^*INFp8}tzBscgHHy6`zPKc@Bz1BcqrQeP(5hb{`WgATsrqG^WvSW48JT(MKw16p
z{G#mQg2d!h{p9?V)X7H~Z4Ed<?&1Ox42)ciVvHP&5{yNnK%OR35y;s^EFd=9Ew+Nh
zyp+V^B96&MOiC8qAQ_OVB9L83gb0v(i^C>2KczG$)edApF$a*~VB}$9Vdmlh0Ef*%
AQUCw|

delta 291
zcmbQp+Qq7D%*)Hg5->07Fe3xQV+JI^3}ib1ak1J&Wz~s68H^DVcT1@=w=$(MNix*3
z)G%i;r7)y0v@)fzfJInKm}^*SSZf$-m{OP~eo|7^WV*#!l3H96Uz}N$dW)whF)t-Q
zH@>(eu_X27e;_F00GdA8o>7^rhz-apVh3@H8TAcBfQ(-;`WgATsrrdY8JYSn`N^fZ
zsd**E`sqcfm5C+!x%!DYISK_u`B|ySCB>6ZG1`i912q+M0SN|1E=Dm%Aw~(tBC*Lb
xOj3-Tlg*iw%y@t@MPeWVWIPff3gq76u*uC&Da}c>V*>JuLC)b|<Y8uE1pq3uM05ZE

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..f5c492f 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
 
-
 path = 'data/house_prices_multivariate.csv'
 
-
 # Write your solution here
+def load_data(path,t_size=0.33,r_state=9):
+    df = pd.read_csv(path)
+    X = df.iloc[:,:-1]
+    y = df['SalePrice']
+    X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=t_size,random_state=r_state)
+    return df,X_train,X_test,y_train,y_test
+
+
+load_data(path,0.33,)
+
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index 133357e0803cc77a9fa179800aad36162ab7db97..d74b55978a97651cd1ea0cc2afb8a26fa4d5362e 100644
GIT binary patch
delta 55
zcmdnNxPg(wn3tDJ_`|R0i5%w2vHBVLxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv-|)HJ`>^q

delta 63
zcmdnMxPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNqzuy?G?NL

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..d8505b6c704d67bc261ae4bb73d7fb6185982bef 100644
GIT binary patch
delta 57
zcmeB{Z<gmU=H=xQ{_rb$Bga`r<#hdw{M=Oivdps7?Ba~fy!6D9RQ>S$qU_>=#N<@{
M<ouM>O-$Xq06gRrhyVZp

delta 66
zcmZpc@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l%|95sc>(;F7*+rP


From cb48036145b8196b09895b8c8c8cee94acc79c38 Mon Sep 17 00:00:00 2001
From: vivekshingate <vivekshingate@ymail.com>
Date: Mon, 3 Dec 2018 17:45:25 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 182 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 804 bytes
 q02_Max_important_feature/build.py            |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 188 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1727 bytes
 5 files changed, 11 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..2f864e3e286e6c8dc0a894434d003bc3f8d36100 100644
GIT binary patch
delta 55
zcmdnTxQ&s+n3tDJ;KQ%zi5%w2$@&@jxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;OrvqAt4CKLAn

delta 63
zcmdnSxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNg)7u?-kSl

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..259f6d252ad8f8518328e56ea9c12040f393c339 100644
GIT binary patch
delta 521
zcmZuuy=ogl5Z<}llTNaX!9h=8h&c?FjT;w2b`e6FsBwZJ7?jcN*t*l{?$|vEIT&0h
zkU(%@^a^hBIw`kJ<yQzUJbP(ec;WkIc7DDYcAw-!W9Mjdv;AutTwHiU{1q=w!2T)2
z9N+Kkb*M?6@|9fqAnu2sZ+*^4hO_2?>8D7A0>wplUJ5_NB`B$a@8JqkZzWP+HB|Es
zQhDQXBsddMIMlBB5tt&d5|@dI-NhYec_HzJVLD7VEYBlg1>6e5cadjhTxeZua62rS
zLWLEM3{}6yzpuSXF{9ohS<uu>lKcuQ>YW#QYD$c$7Z-}wIh@>v{S0Sgg#$OmFvPdr
zkGLEqv$D_?=GEwuu$pVy?`K7fnHjM2zvDfRY@vxMSF9g3tW>%vZGdH&U0WZ=#%>rE
z87(lIld*C_sBDnrik6YDTRiK_hph_r6}cLn;5Z`-xo&eNg1SI&uy4DsZsbzNy^;Xk
mUH^ek&|2?$Zx6d1sWo0uEfe-<g_>tHsDG`&WgUMzXv=3fKY}Iz

delta 351
zcmYjMJxc>Y5Z#Z9BqlK+h@=yOVo<okR#Z@|{3z7snqzZ2CU@N3hTT1haAF~r79qWr
zjsL(u;UC!6%D*5M&c!AJZ<zO(d5?Kp`t^Ey?e=o*@-_INgnW^Os^NTuFuT*<&NR4r
z^pI3IuEcF@B}vE=DQTBH@RBD~QpsMZ<Rz1QojkKHNm#<KNZ-3S?NiqfCW2hX`S2UF
zP<39Uw02FSv<>e>T7Yr2IF~SSOaByi>QYz{8n9<U#|k}!YE{Q#kb<Lmz|rEJ=r$Vu
zjQo+xz!!s2?4PKp$RM}IA8NQ4R%O0O(~YrK2}IV+G(Fs0I~S8M&c+xoavR=)u!V+3
s^<MQSp)IOAvkAMV&Dkg0@;j)_lNQ<vYOcPYDOsd&z>v*vTYS~~1C2#oC;$Ke

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..1f29d6d 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 +7,13 @@
 
 
 # Write your code here
+# data_set.corr()
+def Max_important_feature(data_set,target_variable='SalePrice',n=4):
+    return data_set.drop('SalePrice', axis=1).apply(lambda x: x.corr(data_set.SalePrice)).abs().sort_values(ascending=False).head(n).index
+
+#Call to the function -
+Max_important_feature(data_set,'SalePrice',4)
+
+
+
+
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..5ff502c2355c5818ed87fd478ceca5221f1d4b62 100644
GIT binary patch
delta 55
zcmX@YxQCI$n3tDJ;KQ%zi5%w2nfe*|xvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv!VbIm=q5H

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

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..21b33291520b23b9bc974f26b82450a89a56fe71 100644
GIT binary patch
delta 58
zcmX@kyPucCn3tDJ;KQ%zjU0y<mFx5~@^e%5%QDMSvx_q_^U@PbQuV|0i?WLg5|dN)
Olk-zjH-BZk!~y_mF%}pA

delta 66
zcmdnbdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{`P!~y^mmKf;(


From 29a19c1b9dc0d5695459accf998396fcef8e75a0 Mon Sep 17 00:00:00 2001
From: vivekshingate <vivekshingate@ymail.com>
Date: Mon, 3 Dec 2018 20:02:11 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 171 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 830 bytes
 q03_polynomial/build.py                       |  22 ++++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 177 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1385 bytes
 5 files changed, 22 insertions(+)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..22a284da751d54d3fa33d62bb32c1ea856ed3389 100644
GIT binary patch
delta 55
zcmdnYxSEl}n3tDJ;KQ%zi5%w25&9YVxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;OrvpfL@)f3AA

delta 63
zcmZ3@xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNuB_4mKCS~

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..05ac1baaea15a22d16866d45c45a678d978d43b4 100644
GIT binary patch
delta 341
zcmYjMO-sZu5KYpi-IjL2y?OUi5Gr^TFM@~%MMab%l-R`Gy8R-_Ru*<q>DhzSKe6C%
z@ali)-|!|LoURuc=8-qNd3p0=eOS(}@4IhL^yc%``8qQYLKgG^wAu#HNaF?Kn3ETx
zNrM`)BnxtHXp<Y<<dj=ua}#OWkP8&pCx-!!ytGKN85i+w%2a!dcOC;vn&2gScS!*{
z<1W>meI0Ab(xS8He~-ZEXjMK48F}Zd;AI{w&9sQzs?6qbUUHGGko3Ud`!bxAxd`jD
z7E?7zi!tcJt5Qx?#S#%FpbZ(XS&<0duE?l8B3m0n*i`*_2zz*d<*<Dw@23v%$bu|F
kY3Z&B<mpMTUw`)xe3*5EJqR<)#D0H~>UTVFgfd3-7lHy-=>Px#

delta 391
zcmYk1ze~eF6vyu_m-L5;6+ywx!KG6KokVn~xLF048jx`9UE7o-SMDxIAjP4xgLHQn
z{2Tm3@-H}c69->X2RYuC_j&j3`|f=@KThk!^V&xbZ^74VYu$GcLN-JXLZ5*c#4#t_
z;&eg}(1IAeunaL)fw;|`7h-6Emv~7Qw4gJ)AcY0FUD)@i+vu-u@bU9?7YA;Xj^d1q
za2PS&b;`ydG>S!O*~mAEqA*KYl~m(PYaAKqv*+?jsK8Y$<uVDiVMYX7cQVeyL2d8{
z`3Agsbu$*sWJ>7LP9ztn@jFr;cz!?nQ<(^#4X2TRB}Z8zQltHe5;-$6@mU-n&Xt^r
zk<qI)zT9)+k#2(^yn`v;$1YZ#RgZk!HlY?cu!GP>wQ7JpD(C>z)Bede)XL^Ld?t&<
O1p%sEUGRfr?b2VTJ7@R+

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..33598f0 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 +10,24 @@
 
 
 # Write your solution here
+def polynomial(power=5,Random_state=9):
+    poly_model = make_pipeline(PolynomialFeatures(power,include_bias=False),
+                           LinearRegression())
+    return poly_model.fit(X_train[['OverallQual','GrLivArea','GarageCars','GarageArea' ]],y_train)
+
+#Call to the function.
+polynomial()
+#Just to make use of randomstate function. Not a part of the exercise. 
+#And to predict the outcome of random values being passed as dataframe to model.
+
+import numpy as np
+import pandas as pd
+
+rng = np.random.RandomState(9).rand(52)
+viv = 100*rng
+vivek = pd.DataFrame(viv.reshape(-1,4))
+ypred = poly_model.predict(vivek)
+ypred
+
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..459144db13d2a312d2070a606cd82fc54394dd69 100644
GIT binary patch
delta 55
zcmdnVxRH^=n3tDJ;KQ%zi5%w2arzngxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv-|-IM-$@!

delta 63
zcmdnUxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivN&WzJm=(YP

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..7be6a89fb149081c60ac3aaa242a6baa15c4fe19 100644
GIT binary patch
delta 70
zcmey!^^%Lzn3tDJ;KQ$IgN>Y%7?m^iGxBp&^~*BLQnQOQGV{_COH%d2^NX^J3lfu4
a^^@~cQa2xClwxANsC4_M-sY#wJ&XW`)f$Wd

delta 78
zcmaFK^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hdprN-?p{nmKc(<>tH0J&XV=g&cJN


From ffbaea8731c3214416332f2eb2d0bb5993177926 Mon Sep 17 00:00:00 2001
From: vivekshingate <vivekshingate@ymail.com>
Date: Mon, 3 Dec 2018 20:41:57 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 166 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 903 bytes
 q04_ridge/build.py                            |  26 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 172 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2098 bytes
 5 files changed, 25 insertions(+), 1 deletion(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..83eec5d58c948dc5877c87ace94c9c22513b4442 100644
GIT binary patch
delta 55
zcmZ3-xQvm*n3tDJ;KQ%zi5%w2!TK5bxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orvs?fK_7k@N

delta 63
zcmZ3+xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNiG0xKNXY!

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..cb68c41df49de2395429859b5f0a4bec67c09909 100644
GIT binary patch
delta 499
zcmYjNJx}965Zw>29UD6z94#F>DV2+BPn_-$qC!Fe>Cg%(va$<_NgT6Y&;bre1c{0w
zGJk@Gik^ZWaMG3AU3H@14^Z9Mq+nO?Y2IjN-p>AZZXEYZ5O}Y5Z0~XAc9vbirg)EW
zk1uea2fQv>+=!dPo??t<zkbY~RxV#$gwVh9rH75bXV>3)7*u&200XQ6vRxpJawM=I
zg5J^z&T))2(R4~CBqy<@$rMj$6@lf%(su0VT29Lf&}^<P?N-{(S#IZKpKepswu%ef
zCT*{H#-A_k-L96IHY7=nl^rRqD3}}jv`V)f!@dvGeq@*$hy!WZXe{KAdpjx`B;73~
z1$TF#|2>?iJDc0<^K=>BBlQVpzHNp5@koXzgA;j}^#{p8q-7)gIaY^R8uet@gVDtm
z371<?-2`NHAVliaryllb6E}%!6@N$=7?KLZlH*Z&s)C|H`980SNJrgFYUM$b@=IDM
usR3kc6(wRkf)%9{sx+wH^nsSjvf5YJ?|3Lz%TK86eO!a<W1lV(-}(;{o_^^7

delta 572
zcmYjMO^eh(5bf%ulgUgH$3Z>F3JN0R6x6G@po`wu%i0KIO!v-Cn0(mj5l6Eu7{SA`
z!jQXnFa7}kfJg7Sc@qDEC#&NJc2TdZUcD-+-nn00?{*N3-#q@n-*3JBD=Zsl6Tw;l
zB0b@>@Pu)n2R!8G_;ma79{b@DLbji;pL~CP;nTx!uioyafQ)$#IzzvYUcW%lq#*(X
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f9~S%%E+N;C?&PIdujE~dSsfzyFhcW<Su^Jsd+CxU

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..be84733 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,39 @@
+# %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 = Ridge(alpha = Alpha,normalize=True,random_state=9)
+    
+    #training the model.
+    model = ridge.fit(X_train,y_train)
+    
+    #Predicting on training data and test data.
+    Train_Pred = model.predict(X_train)
+    Test_Pred  = model.predict(X_test)
+    
+    #RMSE for train and test data.
+    Train_RMSE = np.sqrt(mean_squared_error(Train_Pred,y_train))
+    Test_RMSE  = np.sqrt(mean_squared_error(Test_Pred,y_test))
+    
+    return Train_RMSE,Test_RMSE,model
+    
+
+
+
+#Call to the function
+ridge()
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..7b0257f8188b15241ea572435ff34b1924a270de 100644
GIT binary patch
delta 55
zcmdnOxQ3C#n3tDJ;KQ%zi5%w2k@^|=xvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv%CNZXcNx>

delta 63
zcmZ3(xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNnQYQK^3e3

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..49f42c0295bdcdda96ab63ee51cd9740aaaac2a6 100644
GIT binary patch
delta 392
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delta 391
zcmdlaut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b7%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lhc_ei!c{)
z1BGv~7UdSF8bT<e$$~6~j69R0Srv2)<4Y<FQj-~hYCr(Lc@tTh1t8`Xi2)TCi316s
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x*$m~RfaYs56|n%RB54pC-E8H_9PGki^TPxrK&m7`gbav~o&1koeDX~8nE)YlPSF4W


From 55ee3be6e76920fe5acadeeb52f62b918880c533 Mon Sep 17 00:00:00 2001
From: vivekshingate <vivekshingate@ymail.com>
Date: Mon, 3 Dec 2018 20:59:17 +0000
Subject: [PATCH 5/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 166 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 902 bytes
 q05_lasso/build.py                            |  24 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 172 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2072 bytes
 5 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..8c35187a165437c02ab6abe5db888a7acc398d2c 100644
GIT binary patch
delta 55
zcmZ3-xQvm*n3tDJ;KQ%zi5%w2!TK5bxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orvs?fK_7k@N

delta 63
zcmZ3+xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNiG0xKNXY!

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..5c1b9b6aefd1ae0a3f5bb9be70c5b55f17f656ed 100644
GIT binary patch
delta 499
zcmYjMy=ogl5Z<5L)7|<`(%ETUIdM=Cu80d4AwLA;Dqv#cgvB5Z?K+Yy-CcIq1}Cxu
zmPs$J$|I!7D+KHZFu1%fqzHM1RGF1kc!v3yZ<xRDrt!70_B4+9$~Sg!MG^Xq?iqvp
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delta 545
zcmYjMzi-qq6po!Zzb*;algfaQ02NVXil9q}3NchnY-K1G(qYbSdr_REwh!r~R2>eX
zE`UziJF)b?U|?tW%G7^>2|H9({q#ORfBwFw_r3(bgRPx3jeoqm#NS-U`QzL<$keY)
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z`~j<#ERF?R64mg6RMq2FG$orU+3&&P$;7xalhPIr$Up*OFa~4zAH}4<fJG)!^Qlq2
z;O$am{V#}*v@b|a8*a8?jN*`*6{nIZF)~sywvbrZuwa`H1KxrAhST95Z|I_8FQIu!
OJ4gaT6NwFX;{5}ytcy?p

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..9170b3e 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,36 @@
+# %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):
+    
+    #Initializing the model
+    lasso = Lasso(alpha=Alpha,normalize=True,random_state=9)
+
+    #Training the model
+    lasso.fit(X_train,y_train)
+
+    #Prediction using the model
+    Train_Pred = lasso.predict(X_train)
+    Test_Pred  = lasso.predict(X_test)
+    
+    #RMSE evaluation of the model for training and testing data. 
+    Train_RMSE = np.sqrt(mean_squared_error(Train_Pred,y_train))
+    Test_RMSE  = np.sqrt(mean_squared_error(Test_Pred,y_test))
+
+    return Train_RMSE,Test_RMSE
+#Call to the function
+lasso()
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..30501fc6c3367212b75dfed04e95c20f997f7052 100644
GIT binary patch
delta 55
zcmdnOxQ3C#n3tDJ;KQ%zi5%w2k@^|=xvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv%CNZXcNx>

delta 63
zcmZ3(xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivNnQYQK^3e3

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..b2ed2e1e85e5987e8b837f848ac4fb77e1c55fe0 100644
GIT binary patch
delta 58
zcmZ1=FhhXDn3tDJ;KQ%zjU1a8mE-j@@^e%5%QDMSvx_q_^U@PbQuV|0i?WLg5|dN)
Olk-zjH$P>xW&;3FFBJR$

delta 66
zcmbOsut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{WHnW&;5C%@@r8


From 6c6182817d6ef14192d3c282ce2bbed5a0f66f17 Mon Sep 17 00:00:00 2001
From: vivekshingate <vivekshingate@ymail.com>
Date: Tue, 4 Dec 2018 10:46:03 +0000
Subject: [PATCH 6/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 785 bytes
 q06_cross_validation/build.py                 |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 183 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2083 bytes
 5 files changed, 13 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..ccf3ed26cb963bdbb11b83b33078066e3a9c1697 100644
GIT binary patch
delta 55
zcmdnVxRH^=n3tDJ;KQ%zi5%w2arzngxvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;Orv-|-IM-$@!

delta 63
zcmdnUxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivN&WzJm=(YP

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..1789b6a665a6d198746eff44bbb374167eeb4f44 100644
GIT binary patch
delta 369
zcmYjLJxc>Y5Z$@Wedc0f2#Af%sgTAKv=!}D5G<675SHwaT<$CE9swa@5eu6X$5jgc
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delta 286
zcmbQpwvScWn3tF9PUO6(Ka30vj~S2vE0FB~#Km3{m6f?tnX}lk*i%@V87Bsa@TIV&
zu(vQo@un~ZGiY*5oTA41k`t(O;$fAE|Kx;97)zK^7*m*1n0r}knQNG{m?!Honn<t|
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DXy{3a

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..42e3ef3 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,25 @@
+# %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
+from sklearn.linear_model import Lasso
 
-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)
+
+Model=Lasso(alpha=0.1)
 
 # 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()
+
+#Call to the function
+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..4b34b44bf0835d46c7f85cc08b1c4dca0b49b950 100644
GIT binary patch
delta 55
zcmdnbxSf&1n3tDJ;KQ%zi5%w2Df$`txvBbPnPsWj#Tl7->4_z&`r-LS*~JBk$*KCu
K`6;OrvqAw5xfA;U

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

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..17eefd36dfe9ab12efa831cab4c8da098c0ce918 100644
GIT binary patch
delta 58
zcmZ22uvmb@n3tDJ;KQ%zjT|ye%BA`l`MIh3WtnBE*~J-|dFhEIsruphMcKs#iOH$@
O$@wX%oBf&YumS)+X%wCS

delta 66
zcmZ21uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o86i2umS+$zZY)+