From 8ee0ac0f734f6aa5d28a822901d61cf341c86086 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Thu, 17 Jan 2019 16:27:02 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 155 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 643 bytes
 q01_load_data/build.py                        |  10 ++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 175 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3970 bytes
 6 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..203cded3d7eb3bb42aae6c8e75c95734cd1c1d75 100644
GIT binary patch
delta 54
zcmZ3&IGd5fn3tC;ca1~LL=JN$5B-e%+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?RshS*5?25K

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

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..f9ea68e6ba7aaeb84e34161d443bb78decdc2742 100644
GIT binary patch
delta 54
zcmdnQxRQ~>n3tC;Z;eCDL=JPMF#U}D+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?9stwY5|97@

delta 63
zcmZ3<xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi5>uOsuiLD

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..fb4b9b1cbbb07aaaf89bf3ce208dd9dbaf788277 100644
GIT binary patch
delta 206
zcmeBTZDzGI=H=zuxyB*p3nK%=V+JI^3}ib1aj_PVNMT4}%wdRP1ky}7Ou5Wa%!~{v
z%uy^8t;!hvCT^6HWoczfW0GX3WvO9K0nw}_%rz`EtTl`^OexG0KPhoXaRw*mqy`ja
zCZ|poVN{rG$(X1Vte=seo2s9fU7V3vnUk2En3Ad=o?nz*T#%TYs-K*nk~;Y)qpbi3
i$Q4{bf`O5XQH+sevJg|IAjo;eAQ=uu9wrt>7DfQ+5G+ps

delta 235
zcmZo>?P9eu=H=yL378jkn2~|uF#{4{2C^N1xL6HHq%fo~<}gGt0%@ikrd;MIW=4jI
zc4bZxK)DizEXEp!X2x3P8s;n}pbCao5Xs!il*S~<P|JcO$^sT)En%)<sbQ^QtYJ!F
zn)pU(vLvGdYY_*~sL7U$iP|yx8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D`iVI?
w3I#>^S*gh-#gq3i+6r)k9LWVF7#O)2#TbPqb24S}Gl2xzfCL944>JoZ0Gx|42><{9

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..5bef318 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'
+path = 'data/house_prices_multivariate.csv'
+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, test_size=test_size, random_state=random_state)
+    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..a0a7a8d2ac5c9702d477e28e8b726f1292bfb476 100644
GIT binary patch
delta 54
zcmdnNxSo;2n3tC;e~m-TL=JPM82ya=+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?egM~J5~%<H

delta 63
zcmZ3_xPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviGBcdtQEQd

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..2413e5884843d67094c2f4c2a9c29219b56edf66 100644
GIT binary patch
delta 56
zcmeB{Z<6OQ=H=zeU*iz7k>f0*Qks57er~FMVs>#xVr5QZc4A7Zet3RSc5y*sa;koE
LeoE>lrfyyU2A&g7

delta 66
zcmZpY@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&EFZjc>(-U7*qfN


From e5cb7e5bf91976e96c1a31603b9b3826dd63e4f7 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Fri, 18 Jan 2019 19:32:08 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 181 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 370 bytes
 q02_Max_important_feature/build.py            |   5 +++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 187 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1726 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 170 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 952 bytes
 q03_polynomial/build.py                       |  16 ++++++++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 176 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1384 bytes
 10 files changed, 21 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..ef54e3ce449d876a67461b3ae2f38a578dfee4a3 100644
GIT binary patch
delta 54
zcmdnTxRsH^n3tC;Z;eCDL=JPMB>jy1+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?ApqK%62Jfe

delta 63
zcmdnWxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi6H=Zt`*V%

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..6494a4230fdd7d9274491e8a02a8dbd1a7fbab1a 100644
GIT binary patch
delta 148
zcmeyv@`*{=n3tEUW`jeFF(U)RV+JI^3S>I~ak0`wWhGYTU<OT=i6Lgpewyr)pD;Rd
z-Qq||EJ=(nPA!?N#iXRalA(wbs2EKAir3G`&rQ`&%r4GItjtNwPE1MF56>^kE-pw+
hPSsD&Pf4Ae$7nCYVUwGmQks)$#|*ND2}tlT0|4E8B#Hn4

delta 401
zcmYjMyGjE=6rIPe*)@p)AxNw=v2a0HL9h_<fns41g>>75$<CPUvJaWvh{B3Rw6s{#
z+xrK8g&#1jRa#52@J?)U;hwqo%;C(OZ}Mw&_UiRz^Xkp}zzBVzg)(72fzEcyPP<`o
zlP^7Eufi)m<k;oq{*$tMEE3l;@Wspkp-%yH=|%S$bhZsppb$+^fm`U27Bs{hbMlHg
zEeNM;=!LXUNJ0v}M)$(O%4V4_5*{SO8GH&@W%#L-s+y%T@87X#EHY)@1PK@SYUzIm
zk;Pfg`kBbRM$Y6=XsHa?AQB2E9tDecB<o=KGjd01EL=7i1@3w3k7JSKnLCu?f#qrJ
zvMAcPm1!t^V9RoSdVsfZb9#)Mo3@Umvmso=vH@q;AyNmInsuyla%##djOAy0cP^Me
Yxd1D0sjR~|<>N>k5!mL2HM(m20b)B~d;kCd

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..30164b6 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 +7,7 @@
 
 
 # Write your code here
+
+
+
+
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..ae773961fa520277a8eff923b0853efddf0da789 100644
GIT binary patch
delta 54
zcmX@YxSNr~n3tC;Z;eCDL=JPM4E>D!+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?Q2^cg64(F$

delta 63
zcmdnZc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviBSN2uodb6

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..0e9e2ba8acacb3a6aac91cfacc673fe490fd4860 100644
GIT binary patch
delta 57
zcmX@kyN{Q{n3tC;Z;eCDMvg;_O11hK`MIh3iP^;&iIq8t*@-Es`r-LS*~JBk$*KCu
N`6;QJzcOB80RS<z6yX2>

delta 66
zcmdnTdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{)L!~y^mP#EU`

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..9decf8a81e32b03cb625b34e45e3c0eab67076aa 100644
GIT binary patch
delta 54
zcmdnYxQda(n3tC;Z;eCDL=JPMaQ%$@+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?o&eNp5|jV{

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

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..eee3b21053aaf7f85dca9a6831d64faecb4035fc 100644
GIT binary patch
delta 422
zcmYk0yGjE=6ozMJZ<A%CAtr*2Rhq39v=s|&#3B|7N(d~I%$US%vSDVT1a=WgWsxH6
z1Bi_v_yE3uFR_ndDHfg)1R4I1bN+Lg^X<NS{(iOUzlBHLM{DhW_9_S=2XqWlZGc7`
zXPA=}={h;dt=!I?+~pRxxx?LooqL&;c{?b#G}a_T+~agbw6#P_lGBXd*id(t1fz_e
zqp;Fmf3#{LE(6J?Je|Z!GcAf!ythkAmy3ZEq7#g!{bbHX+#4|!I+DO0#S?DcS4wA=
z-U%rwI3?vwvsejTdRMWQY&0!h2!sM-@n=9_40<h?o=c%R{wz%v@g(IUc}21gi@q+R
zVLA~J8>=B(By7yMh%Qq(Rx{QYQ6E|(#&6lQcp=T=gtT@xU`iPvyp01)$*+iP6c6P2
pOa@SpRRhx_Hw|hA4FmJ#KWsr-(gQeXo`^#WGUWpT*bC39J3me3Y`6db

delta 401
zcmYk1u};G<5Qc5XNlHj4LIR16fu&QVvLOTm%oP$#iG(7zcH2}*9NCUgrBn=^8K657
zBX7VX@C<ncHb%t2C1pU?{kqS0zTfxm{y5%A5O~M8FVQD?^1cQRLdb@=gwUrT264;@
zw>X{BL$o9YFD*liRUvM3=aCp%;T2wyC9UY(u1IA;ZddjV>bZmUGwwg&$WQWdT5=JO
z5~h1j?G9t3Sd!Q7Vv{HePReSeF|VyjVxZ41<h@XluUO7y7Hh+dh_<g~x`>DEfInDl
zASjy3L@-k-p=&#nT%>P(qym`veHYGTCPFrvCE=AEmzl_o4yQ^in2}k?()6fMaxTV3
zuM2Xq@53YQfgrq#DL%kHR^9and5xkDXNJXE7}bGt<iI*Y8@1H}tkggkpf&y{J8)Nb
U&fs5VD$WT|Yv99ZIMyEh1%3T%=l}o!

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..9ac9d01 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 +10,18 @@
 
 
 # Write your solution here
+
+def polynomial(power=5, random_state=9):
+    data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv',random_state=random_state)
+    features = ['OverallQual','GrLivArea','GarageCars','GarageArea']
+    X_train = X_train[features]
+
+    poly_model = make_pipeline(PolynomialFeatures(degree=power, include_bias=False),
+                           LinearRegression())
+
+    poly_model.fit(X_train, y_train)
+
+    return poly_model
+
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..99ba70cd9bd734e20f8017233042ff9c2d78d954 100644
GIT binary patch
delta 54
zcmdnVxPg(wn3tC;Z;eCDL=JPMSpAIr+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?{s7m?6086K

delta 63
zcmdnMxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviT(g}R~5bh

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..a69a3c8d0a82dc764fdaf1f369cfd0d1bc6a20cf 100644
GIT binary patch
delta 69
zcmey!^@5Ajn3tC;Z;eBY!A8zWj7k~$8Tq-X`ia@a8HtrSiP?!MsruphMcKs#iOH$@
Z$@wX%n~yO{F|l4$y8Tmc^Hb&?MgTz}8C3uP

delta 78
zcmaFC^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hdpsN-?p{nmKc(<>ougJ&XV=Bph-8


From a5903489ca2f3f2140cf7ea7db254d0895d60eb6 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Fri, 18 Jan 2019 19:36:02 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/build.cpython-36.pyc            | Bin 370 -> 866 bytes
 q02_Max_important_feature/build.py              |  14 +++++++++++++-
 2 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 6494a4230fdd7d9274491e8a02a8dbd1a7fbab1a..622ac782aa6aef57da8120ca8dbb254d74dfa48b 100644
GIT binary patch
literal 866
zcmZ`%y>1jS5VpPEzat3{DM6v6JBqsys1QO3A}WZGA{4X=vYfSZ**))1Z10gnn}$Hi
z3-AWKl3S{K1sWLN36uhC&FArqXXf+R57*ZRpYA_Dej6b416>;-=+8jRBLIN}R;a=m
z#$G3iWP!vYxWdO_Mzb)BvN%gbA|erg##t)JAsVI&h(tr|Qq^$51h@R)<2}EO&zjCi
z*6JdchE<)i#f<BMTRF<j%%z81$v57)ppYR4YRi!VMj$Uh%r^jwdQ{>od>QmXNqW#Q
zvO!4&o}dB)!Yatu;F4av>Vtjse*ZG;Q6KK0(yw?2L2R^&=%Wc<#q{9>FQej~mQf$W
z846k~d?k9md*tiVGU>?`E>o~2eF9BEf_@2hkl(@O!vjb2M(ZJQao(t|s*MYaTF8q9
z2Ih-jFopw1Rbj05mvWJoRWp;0w8EwP(507}S5o_Ta1n1?Sqpc=G}^KmSDiGDT3#p}
zgMXO1#P^jMX|tP_>xuNIpra>BI$W;`5OM0F6_;h!EUM)PCQh@k@+`h1y#={`GI*Uz
zj``G_@wwttF68*A(Noj%T#oYwwp`43olC(~QA@6wmJ=<FDVlnGzPra>^9xo~El}mP
zWv7zcPRsF0S12)R=Wgqt{sGiB+W-g;U~YqK;=6zw<QCq*`VM%8MEk#>{jY%LJ%*}t
zZX2L~GWtKK(fRHJ_V){pmOM0p6fSCcEx6HZKIv_5iQh4+c~QFv6ltuB=YI^KfMLmF
b*{EyaX}jb})rd~Xr=FtmPr8N^vPpjf8JzNk

delta 157
zcmaFF_K7LRn3tEUW`jeFF(U)RV+JI^3S>I~aj_DRNMT4}%wfo7jACSDNM%f6YG#aK
zjbe&oj$(;ojbck-4rb6~c?nd<pvicPGbcYWB|aswBynQC3bUUk`{dnBPMjPdf%xLo
plF59`N}MYhia3F)i#R9qF{O%d*yQG?l;)(`F$2YlnScZjGXP=oAL{@B

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 30164b6..188a474 100644
--- a/q02_Max_important_feature/build.py
+++ b/q02_Max_important_feature/build.py
@@ -1,13 +1,25 @@
 # %load q02_Max_important_feature/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
-
+import pandas as pd
 # 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 code here
+def Max_important_feature(data_set, target_variable='SalePrice', n=4):
+    columns = list(data_set.columns)
+    columns.remove(target_variable)
+    df = pd.DataFrame({'corr': []}, columns=['corr'], index=[])
+    for column in columns:
+        corr = data_set[column].corr(data_set[target_variable])
+        new_df = pd.DataFrame({ 'corr' : [corr] }, columns=['corr'], index=[column])
+        df = df.append(new_df)
+        df = df.sort_values('corr')
 
+    mlist = list(df.tail(n).index)
+    mlist = mlist[::-1]
+    return mlist
 
 
 

From b5c00ab9dc6694d89b7e88a4dc3c0cb7b51466d6 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Fri, 18 Jan 2019 19:40:52 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 165 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 967 bytes
 q04_ridge/build.py                            |  14 +++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 171 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2097 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..6c0cb68e024d8ce236d87617b862ee38f609f5ec 100644
GIT binary patch
delta 54
zcmZ3-xRjB@n3tC;Z;eCDL=JPMApMN|+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?E&$P*5`X{z

delta 63
zcmZ3=xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi7o(b{uPn{

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..76954f268df77f8228d8d46745c69079b31f0aba 100644
GIT binary patch
delta 621
zcmYjNJ&P1U5S{Lsp0Ay~-8)4@5EGNdU;|T8I0G{U6_jRSXtw)qXLr7==@a+t;es)}
zU|GT6AcB9v&`>a(%t-tTMpo}C*hM|+J*r+8^)2`sM0bb7_|u)^+51iO^kyVkM`n!2
ze83Yv<Ohl^N6WGFJ3^ezo8!%w+ZVqg$8mnXz54mlkMnmA<^-9215Aeb5VOe<v?Gb6
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z9l2aUg3U0raA09%!8-K*{+4(Wr6gGQ-H!jk726ixD=K-GtNZq7jrB-Kh=ISmM>O&N
E0IesdDgXcg

delta 642
zcmYjNJ&)5c7>=DdY1*We3fPbUv2==n6@dgN*cc9m!$PV|?Y4>Xb+&uD9ywLIvK~^^
zot=drz#m|Q*&7q$FEH^sEr?j}<2R3==kdqa;9C$rh~w_X>yPxqCOo`JvToMnWQ~v`
zLhi588$u%*(>}dI2b<F;<X7l8&gRSA)z5d=K0p6)_Wtn%0b@TOia<SuQYQe~X&jC?
z=I*6?jvAC9jkUYR$bsI|c#Y1nCYj%0?#&P<ml*zotfNEiHh68<-B#I!&TEz4U*!sj
zowV0@t&}uwL#FtpGxA@&lJ+1Y*ASN1b7sP_k_F4tGeINCN?sLXrI{8qK1}&cjB6=)
zI?*F!f=QJxic*ati6O$c(^Q+_XsjhmOA{=24GmU%i@`Og;Q`a^nPi19xU7w*j-{5a
zwfo={N*f=HFpqp0Sei(?Esggf`*b1;CGOGaA8Va0dH<6muY>XTQ8KRzk+8RS=4o<J
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PRUaTi9T<@v?$G}Oa!#zR

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..38eae6a 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):
+    data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv', random_state=9)
+    ridge = Ridge(alpha=alpha, normalize=True)
+    ridge = ridge.fit(X_train, y_train)
+    y_pred_test = ridge.predict(X_test)
+    y_pred_train = ridge.predict(X_train)
+    rmse_train = np.sqrt(mean_squared_error(y_train, y_pred_train))
+    rmse_test = np.sqrt(mean_squared_error(y_test, y_pred_test))
+    return rmse_train, rmse_test, ridge
+
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..5564eb4e2d87822537b394cdae09023188c05cfb 100644
GIT binary patch
delta 54
zcmdnOxSEl}n3tC;Z;eCDL=JPM2>p!w+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?UI5hk5|{u0

delta 63
zcmZ3@xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviCzG502QhL

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..fb9a3fecf13deb23e3c69a990717471b59544de1 100644
GIT binary patch
delta 391
zcmZ1=uu*{1n3tC;Z;eAt>PF6uj7o9(8Tq-X`ia@a8HtrSiP?!MsruphMcKs#iOH$@
z$@wX%o1ZdfGs?3tFfgzIu`>`CYXFH7h7`tT#u(;W##*LY=E=FtlNninNSOH+WBg=Q
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nG?|J(4k(fVv2nQd8NzVs$r|hy0+JvdQXoPWM957pVBY`$_2f=-

delta 382
zcmdleut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b3%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lhc?di!c{)
z1BGv~7UdSF8bT<e$pS2fj69R0SQRE4u&}8mGXhnB0DjXZurv!mOe+!tDlQTS5<rs_
zCVQ|7f=$y0JBJl040etJkb&Zy6|BL$C<aXCWiw;pVXRV|oX9FUIe|@(fB_TO4CSPN
srfM=3u>h$eX%HLTMCHls?7}cpr6*gmTL?&i6ib2#84w{mxsiPX02$~@jsO4v


From 7f7e87869d64f180d1b5a9c0945ec770b83a07d0 Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Fri, 18 Jan 2019 19:49:03 +0000
Subject: [PATCH 5/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 165 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 965 bytes
 q05_lasso/build.py                            |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 171 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2071 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..30a5f2bde77179f2b1dc7441193bdc57f303901e 100644
GIT binary patch
delta 54
zcmZ3-xRjB@n3tC;Z;eCDL=JPMApMN|+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?E&$P*5`X{z

delta 63
zcmZ3=xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWivi7o(b{uPn{

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..99bdc2d4bc1a935926eb1520f7a69dcbbc2ff896 100644
GIT binary patch
delta 619
zcmYjNJ&P1U5S{Lsp4pk5z1=(I0zphn7K9B<Md1w06g)v`7KUcJ&;6J$tNX+~d$?c)
zqYIV|{0%1l1tVj@a55wDFBn<9dxA66<JGIjtERq3-=g^bV33^NJDGmm#LsWXlC8;<
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G8vF&L45ifo

delta 642
zcmYjNJ&zMH5MA5r-E6WOLIiY3fM`;!;93L{oS;DzKyg?|k%^s4R{MqRAad*}NK1Q2
zQF<yG8h!vhE%ffF5PyM+aS{-==6U@5-gxY<;rB2)NRsZyXCK)6b@cc$&AM4n&=w(2
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zq`k)9N@+tHI>k@CQSj)ga*d3Lr97`^+(u=k3ZBnTB#RX<MOBQo;YPCLA=kPZ*Gh`{
z#Eg&)Csn>EN<E4dh7y)c=f;LdW25-IwBd4>uyD1vSX>Jh9dg6(D_%&8%i8+-r80^*
zdjL+UjSavE>nKp6qiOE0Wy!wCzB*NfmN!`Zk9E#1dGnK}E`ss*Q97#%nerFcX7lv0
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zEf+<-RQ*ktu&E7p9|f<GQm~GICyuo=ss~ava1c8<@4yw`HuxW00?u}B6_r@z^0xa-
P?HY+u2WIRh8Tx+!_U^3m

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..b64468a 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)
+
 
 # Write your solution here
+def lasso(alpha=0.01):
+    data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv', random_state=9)
+    lasso = Lasso(alpha=alpha, normalize=True)
+    lasso.fit(X_train, y_train)
+
+    y_pred_train = lasso.predict(X_train)
+    y_pred_test = lasso.predict(X_test)
+
+    rmse_train = np.sqrt(mean_squared_error(y_train, y_pred_train))
+    rmse_test = np.sqrt(mean_squared_error(y_test, y_pred_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..426dbc577f66e416b7e143b74a651d44e5436e7a 100644
GIT binary patch
delta 54
zcmdnOxSEl}n3tC;Z;eCDL=JPM2>p!w+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?UI5hk5|{u0

delta 63
zcmZ3@xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviCzG502QhL

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..18421a21438ed9a8ba86bc2be1bb4657bcef417e 100644
GIT binary patch
delta 57
zcmZ1=FkOJdn3tC;Z;eCDMvhI4N^$xb`MIh3iP^;&iIq8t*@-Es`r-LS*~JBk$*KCu
N`6;QJpE6pr0RR~)6U6`k

delta 66
zcmbO(ut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{W5jW&;5ChZoBL


From 94d2779c5071d2a5ce2323dbc444b0721d29910e Mon Sep 17 00:00:00 2001
From: akshaylakade <Aakshaylakade@gmail.com>
Date: Fri, 18 Jan 2019 20:36:03 +0000
Subject: [PATCH 6/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 683 bytes
 q06_cross_validation/build.py                 |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 182 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2082 bytes
 5 files changed, 6 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..03b9a1c5cad177c395926e321178c07d523f8984 100644
GIT binary patch
delta 54
zcmdnVxPg(wn3tC;Z;eCDL=JPMSpAIr+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?{s7m?6086K

delta 63
zcmdnMxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiviT(g}R~5bh

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..0cef42f017f84229a040cc7b85019380e5900226 100644
GIT binary patch
delta 306
zcmYj~ze>YU7{&A5<R)pFE)EWY;vh(;3_3Vi2j}AApk4~$lJBE`(&W~ATcJ>=%pF2!
zeF5J=@HO%R(pPZuW)NHszw_h3`Q#rwy6E+y_p95{5v!xYF-Nb05f{D)L?}8UB6rrE
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z3F6&1EL4bcDN{qsCU{JjT29Nxw?M{<^`EfN3SY|-Rnd5c2z6|~bbI(Oy0$jqb)j%I
SryJKc(=K8NA$AWS_I?3%gjLi4

delta 305
zcmYk0u}Z{15Qa0GY?6z~6;@g(SJ(uR2wJL@wT+Fp2*;XTatTTH*xeHjv`T$NNMq#-
z_zr@-PY`^8dj(N&qm9kad^10M^MYS-a1uqq$Ml(eK^vU!*@atp%xM5Dju~#?789S0
zNI<qo*s@c+8CjOqJ{`1g`@0%6V!#ly*Z9$XunW7fuC3U)YQJ}mHrNznL_C!Wnb#RX
z>3!@-WVXF`Gt-jhb?>eIhVBq1$DuiWrpa7XJfU~<Jh>F<vf{N?NhbM<YEdP$EGG*o
z3Z81!NtnX8dxu5lN?J2f^^W44^**DT&J@?u9c-?#aiyjA3&uFW*nk|2{~{U+{#hm1
Tvg8-Trz$WJf)61I(Kh}8yq8m|

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..adb3487 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
 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, cv=5, scoring=('neg_mean_squared_error'))
+    return scores.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..d4a80a8bcb75841cee4ca51bc5f6cc3d6c34bf15 100644
GIT binary patch
delta 54
zcmdnbxQ&s+n3tC;Z;eCDL=JPMWc`f%+*JL<?Ba~X%ACaP#FSM1@cg3e;)2BFRQ=@q
Jl+=k?p#a+|62t%i

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

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..fd6929c453566ba7938ae8c7ade801f2ff9cff58 100644
GIT binary patch
delta 57
zcmZ22ut<Qzn3tC;Z;eCDMh+P!r4s#&{M=Oi#O&gX#LAq+?8KB*{qX#v?BasN<W&9S
M{FKzq{!DjR0SC<!X8-^I

delta 66
zcmZ1^uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9o86f1umS+$c^7Q}