From 108675d4711788d85b365a28402fc5905be81877 Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 13:23:15 +0000
Subject: [PATCH 1/4] 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 -> 600 bytes
 q01_load_data/build.py                        |  10 ++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 171 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3966 bytes
 6 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..e99c8b0c024042cf6394c2e82ae096b178455590 100644
GIT binary patch
delta 50
zcmZ3&IGvHhn3tDJ@sdi+L=JN~7yXR<+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FRsd^h57z(y

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..ae13034c99d61c27341c58075ee30882fdfd90ec 100644
GIT binary patch
delta 50
zcmdnQxRjB@n3tDJ@sdi+L=JPgApMN|+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F9sqKo5Dx$V

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..c7185519662d3e843d8e359f2da366673cf8d599 100644
GIT binary patch
delta 341
zcmYjNJxjw-6n*!7Brm01M2dEBs6`A2Dd^%Lxav^F4q_;TkoQ81jVbR12YJCo7tx{Q
zS2+43`~yys)v3QiUvTM#d(S-=&f#!h*f%{t>~vbYUxUdzAoPRQirD?sw(i>@kbpS~
z!6KgHjD!S`a0L_26NFU282NlT>MdUfFj{`}9@#Ta@ir={A)-N65JL?U#DJi0bV5s~
zbW2`(h8V}Vh8r(s*2EdDYz`E9<9IGF)hv;UTJGbzt>Qb8XOS-ALe^d(brI>=gIxXE
z@@b71qUK7*B1-gqbq1RoZe!HGT9Z{N9PL~L(>#-b&ZluU93BVPxw_ShIFUh;3t4@_
p$sV^#-LeBg3%bBz3sl!KAFJjo|B+a=j}NLF-0w6u-NfY3rhnYpQM3R6

delta 372
zcmYjNJ4*vW5Z>9{%gY2IMexyx#6U23g|>o-g;)f^Mh@XvZ&!2SE*Ez90)|VaY3#yv
z7XB8&KOt$Y@*_m&tTHg)eDg6c=8L~N{o_WX#;@PKPax!*tQkXohHg3tl1PY%2N-EY
zW9Bg+l6hQKWJ#7^z;h(rkZyHxwbP#NOJRjONK&Kxu?_=e{5XwlI1xG&RviUqvXJfb
zTbygj5Hj)%GnTO-#pz^TAe++%x=m($P38ZJV_C*CCxeViy7<`bIsFx0PP%kiwaQrE
zgj2PwYcY~Z>>G>wR=;Svf<<`~+SL*gT`saqI61t-J7eXF`$6blBtaUhku~n4R!_nv
zu`8lzZ>*D{3arWB;Iy-Wji!b`pav~y!WQTjW?ia_hiP8$QvL%ysOJZ?vq@1f#m)-U
H8F&5wvT|8k

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..af06742 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,16 @@
+# %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,test_size=0.33,Random_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, random_state=9, test_size=test_size)
+    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..ef331588e3edee82393fc918b1948c306e416fe4 100644
GIT binary patch
delta 50
zcmdnNxSEl}n3tDJ^^!`=L=JPg2>p!w+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FegJk|5Gw!x

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..934cc71e63506482da17e683b1fdc288debaef96 100644
GIT binary patch
delta 52
zcmeB{|0l;`%*)HAdPyZ_Bga`rxg`CJ{M=Oi;{1%nTmu73{qX#v?BasN<W&9S{FKy9
HOx?TyxdstX

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


From deccbff19d9268273b8e4be21298e77d1aa345ec Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 13:24:45 +0000
Subject: [PATCH 2/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 177 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 601 bytes
 q02_Max_important_feature/build.py            |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 183 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1722 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..bc0323e9e2cf41ced88b0002ce7dbd8d95ce4e1e 100644
GIT binary patch
delta 50
zcmdnTxRH^=n3tDJ@sdi+L=JPgIQ@+L+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FApm&M5I+C_

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..a693f0d7086b7f9cca0dece286f728e57d86709a 100644
GIT binary patch
delta 225
zcmeyva+8J2n3tDp$|aQ;1*VBy%lx$%7#M08vKX2fvKVWaQW(V<Y8acDY8WLMvVc5@
zNGp>hLoIU+b1;J@liy25pbkyuTP(@>MMbwb@^TW3(o>5|Zn0+OrKDC&7GqS<0m<bQ
zuVg6V0V@3!t)G#fo2p-&pOKhrU|^{qo?nz*T#%TYs-K*nk~%q$F_fPhsIHg=NH8#}
vF&6PnzQh>9$T?Y^Nll**C<ZnLiQol_-Quvx%}*)KNws4J^1ym|n1xsYlk_#u

delta 264
zcmcb~@`r`Xn3tD})qh^p4#tUG%hEI$7#M08vKX2fY8WLMYME=8vlvqtQ<!=gQ<!U*
zQkcaVTA3snvY4`%gBdhg{M<AdZ*e9TC#UA6Wag#6WCZHgWVywXoL^LQi@P|#s3g8D
zF{d=O_!etsUP@}kEj9>u;(rCpC}yCll?+9^Ks~=Q^fU5vQ}q**GBWjD@{>z*Q}arS
z_0x+|D-%odbM+H*auf=R^0QKtfufVoGfGWPW3=Mu1nMki0TK+1Jd8#Blh-qbFmg|3
kVN%oQ2a16WMk4rtVz)SKa`RJ4b5iY?fIP5X9%dmH00*%~U;qFB

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..ad5981d 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
+
+def Max_important_feature(data_set,target_variable='SalePrice',n=4):
+    cols=data_set.corr().nlargest(n+1,target_variable)[target_variable].index[1:n+1]
+    return cols
+#Max_important_feature(data_set,target_variable='SalePrice',n=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..11ef3eaf27eb8a881b0a36136f9070d81a97fdde 100644
GIT binary patch
delta 50
zcmX@YxSf&1n3tDJ@sdi+L=JPg6#b0++*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FQ2=}C5LW;I

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..828a540f25e9919899badf306d39b684d9b60b40 100644
GIT binary patch
delta 53
zcmX@kyNj2@n3tDJ@sdi+Mvg;_a+UfS`MIh3#rYYDxdsN7`r-LS*~JBk$*KCu`6;QJ
JzcOB80RYC(5?}xT

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


From c42f104ac005cdb45e5fa87f794f3a19d3e0b8dd Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 13:31:47 +0000
Subject: [PATCH 3/4] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 166 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 534 bytes
 q03_polynomial/build.py                       |   4 ++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 172 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1380 bytes
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 161 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 928 bytes
 q04_ridge/build.py                            |  20 +++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 167 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2093 bytes
 10 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..85478dc6358446b799e900e2b6557a60378bb1e8 100644
GIT binary patch
delta 50
zcmdnYxQvm*n3tDJ@sdi+L=JPgVEv5z+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
Fo&a+t5EB3Z

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..ea9a65fa6ebd3b2478bab99645352bb65c6a4384 100644
GIT binary patch
delta 174
zcmeyvHjPEun3tF9;boPWy^IVDj~S2vE0FB~#KmqCmEBm`f*CZ~Csq_P`)Tq{p3F4U
zFN!@PzN9EIGcSq_$Ve?NiDIvW2>=;Dft3tJY(V{B;#YuvMt*LpesO+AVy=OKrG9vR
uQFd`bVsff}a(+sx{^W&BQj<NHB&9fPa`RJ4b5iY?K~{4B2_8l;WCj2yAuMbF

delta 532
zcmYjOF>Bl~6qan+cjvQ{(jkycg>>;`Xtz>ILrQK5$(1gNpd89cxj5L?^+`@R@R1>1
zGaP|Jm+bvZ9-Ap->0C1O>8?X0^zpv;p5FVO^n*Qx+i#O3dVPGyA3Z|u$+H!p{Sl8D
zF1Gj9`?4#0-ziUI^o6AHqWX6A;4&V12xGjvTp^<K?&2};5G;{YdeWC{!Zyj=vvlrT
z&-x9Kfeddv%Nlx3ue~{I*m=-+jgNNF1lXf<!25?63Pe$Su0_Fn1K7_mc0dUp4Frg*
ziP{xlR%D`FU@xUS&Z}`zOEo&lg-OG<b2PFb@~Z93Rt7NC1-=6(we?SPi+RCRUn<}+
zh)U{mWUR1?_lLTejgFQD{*&2?B-4Qloho5#P^Jw^EmiT0K!P>@e$CEwsWNeLmS>;z
zxGq&?O*R2F6IPcQj`V5@`dp3CyZEzpdrvptL{ltS=`t5Zj5SPzK<Ep~=mw1`tRp)}
zJ#bG99fWjk@%!fxx@htchg8Ob`wSl9ppLj3OF7SA4Sj9*J&LUh^}&7HvQLa1aQiRW
EKd;${e*gdg

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..b1b7c45 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 +10,6 @@
 
 
 # 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..70d5aafb6374dde3f95f46b10e62deb263b1105f 100644
GIT binary patch
delta 50
zcmdnVxQ3C#n3tDJ@sdi+L=JPgNd1ib+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
F{s4A85Gw!x

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..edbe2efca9fd9eaddfabc071d1552839b8815ef5 100644
GIT binary patch
delta 65
zcmey!^@NMln3tDJ@sdi6!A8zWjB+XZ8Tq-X`o;MfiMa*_mipoOMcKs#iOH$@$@wX%
Vn~yO{F|l4$y8Tmc^Hb&?MgX~f7SsR$

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

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..e2ecd3ed01495320d66a0601b6165c9618c27b5b 100644
GIT binary patch
delta 50
zcmZ3-xR8;<n3tDJ@sdi+L=JN~KmCmS+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FE&y<m5B~rF

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..35d1db40bd3476d77b64111b38c6b2a381541177 100644
GIT binary patch
delta 512
zcmYjOv2N5r5ZzgO&-U7PmpIfkcOY3vT$B_D357^0QczG(fR;#+b-Qpm&Sz_PQv^&3
zE(Hz6$v==b4Zn~gA3#Ip0trzdegPV0FCb-CGduI1^yZEBOK=_xw!2+^`|I%FsYl2U
za^o<pcQK4!4j$}EBI%3^t|G}6aKJ<?644bs(N}D`HeHvU1ptw;3}ti%B2}pjB>&_v
z`ix}B^5fR>a(L%ggo;1k-TJ)${q5P~F<|FT2gA+V!!R!z5AJQ*z<M=Z&;`8rYMA;q
z#LBm9+Ce6&{T0J%uVyv8@^FOToI*x3-dw?5<`=o0G=E_DvM8mRiTI?_N*-FBAI$~V
zg;D?Oe}pntMAtZ$7eue4mETWBld@1FQ%>??bMxWod8yx+Dj%!S7-gFe^!|3s^pSk6
zQs=yfi9in$%3*C4dIOORba4H+J+qDG8y)mpTFI8pkBjQ0rSqyuJrqxn7op5;erS}{
z99!)~b?j0fQ`^z`T$V-a8>Qq*er5GWa#q^#5iWi_Q#<&r#5gE{5O0F!LYmTq@%S$_
CEq0**

delta 537
zcmYjNL2J}N6waGuvPm}C?yj^45fruvL1?fZycF?JJc~W3gRrJM)9r?xB)rTDh4j+x
zwZf8{pm@}O;z979tEc{eUOb31Ybl+_e0=l0@6DSxUpv1#qbE@moW1?RKH8S`+q$)=
z=Fj!6-mgYacLdFXtjp;Vz!E-pm++3VkVUM=Hdvnr+~fW^umL9rR@_~E+NGDiE?)iI
zUR~XX56vb#dRY_hOo7u2a!OPu^OUdbnk>l@PVE{pM+KTWie_%@+&G<UXSa6NPFmYF
zJu+R~1|h!3qE|CM72^^GpG{N@ZD&%<7c#Hnu=xxRhot1p-%nNg0#hkkl9$a7*yd=e
zSae-BR+!H6mZGf0V;0`1qEi3G-R~A|>Vf{eNsbFClJxL+mh2akg%r7}k|~OlR24Ew
z=ko_87MYl6wfRf#HizWS4i0r`-+ZPa7W5#50Q%4;YlL+^26S~Y9yZ^|Xn>LCEzK9Q
zJi(skO-o)MwJxSPFJ$XfLU87BJ=eGr3cK2YrUQls1_n&8^`mdWmeyKtPZoSJ7te@3
PRp#;#JRPA4d+7cHbqIwn

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..4280cbe 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,33 @@
+# %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)
 
+import math
 # 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):
+    model=Ridge(alpha=alpha,normalize=True,random_state=9)
+    model.fit(X_train,y_train)
+    
+    ypred_train=model.predict(X_train)
+    rmse_train = math.sqrt(mean_squared_error(y_train, ypred_train))
+    
+    ypred_test=model.predict(X_test)
+    rmse_test = math.sqrt(mean_squared_error(y_test, ypred_test))
+    
+    return rmse_train,rmse_test,model
+ridge(alpha=0.01)
+
+
+
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..962342f3eb0d767a8c9cba93c14a1b7ff0c05ef0 100644
GIT binary patch
delta 50
zcmdnOxSWy0n3tDJ@sdi+L=JPg5dDn&+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FUI25c5ElRd

delta 63
zcmZ3^xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
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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..4d06146f43489a5e8596757d19d848f9097195a0 100644
GIT binary patch
delta 387
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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 66438efee7fad1831c4ebd990de45c57e63a1e41 Mon Sep 17 00:00:00 2001
From: soham009 <sohamthaker17@gmail.com>
Date: Thu, 27 Dec 2018 13:40:09 +0000
Subject: [PATCH 4/4] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 161 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 907 bytes
 q05_lasso/build.py                            |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 167 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2067 bytes
 5 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..5e1b929b760a5ef75eec49c936e32e24ec09c634 100644
GIT binary patch
delta 50
zcmZ3-xR8;<n3tDJ@sdi+L=JN~KmCmS+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FE&y<m5B~rF

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..97bee49f8ab89bde4021fa614a0698992ded8771 100644
GIT binary patch
delta 484
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delta 525
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GPo4iE!-2B^

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..8edbaa6 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,29 @@
+# %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)
 
+import math
 # Write your solution here
+def lasso(alpha=0.01):
+    
+    model=Lasso(alpha=alpha,normalize=True,random_state=9)
+    model.fit(X_train,y_train)
+    
+    ypred_train=model.predict(X_train)
+    rmse_train = math.sqrt(mean_squared_error(y_train, ypred_train))
+    
+    ypred_test=model.predict(X_test)
+    rmse_test = math.sqrt(mean_squared_error(y_test, ypred_test))
+    
+    return rmse_train,rmse_test
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..0a8b69c141eb6f3bf9d0346a7e56aa2502cd490e 100644
GIT binary patch
delta 50
zcmdnOxSWy0n3tDJ@sdi+L=JPg5dDn&+*JMI{EWn00|QI_@cg3e;)2BFRQ=@ql+=k?
FUI25c5ElRd

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..80170d26e2e360c713fa4db2afed4201003d0a40 100644
GIT binary patch
delta 53
zcmZ1=Fj;`Zn3tDJ@sdi+MvhI4a#8vj`MIh3#rYYDxdsN7`r-LS*~JBk$*KCu`6;QJ
JpE6pr0RXTe5kvq0

delta 66
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W6LWGD3X1ZxQj<%HH{W2iW&;5BZx_P=