From 3861ff625d1f95b32c9ae46df502fa78ac89fa69 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 13 Dec 2018 05:00:56 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 153 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 167 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 645 bytes
 q01_load_data/build.py                        |  12 +++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 173 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3968 bytes
 6 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..83a4f24442b1b7ff249d726f42f8460e0cb2e7fe 100644
GIT binary patch
delta 52
zcmZ3&IFpgXn3tEU^od~1L=JNWH~ozK+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%L)Li?Gd&B

delta 63
zcmbQqxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@m2t4&J|_=

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..5a99deceeb5a7ff3d0c2853f9752dbcf18af41c3 100644
GIT binary patch
delta 52
zcmdnQxSWy0n3tEU^od~1L=JO>5dDn&+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%L4$jc@gda

delta 63
zcmZ3^xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@g4whC>5Rn

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..b116a8cacf58396980610b8654de56b7d0e4dc4b 100644
GIT binary patch
delta 122
zcmeBTZDr*&=H=z8crF-oZX+izBV*KLaYi{t_Q__9Y67=dOHzwVilf+z67y2>bBiaZ
zF`6g@>SyHVrs@|IXC`Nt6afkS@cg3e;)2BFRQ=@ql+?*b8EqLkCNneX0ZAh!B}VSa
Wp-gK0%nS?+#cV)=gOP`kg&6>p4<HW!

delta 127
zcmZo=?PBFL=H=yL378jkcq1n-Bjc^f;*4^P9Fxr$)wqh-7#J9e*n!0497YrE82ya=
z+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OISoE(LMqWrAX<dWja2N-P`xhMZ))MMnF
btjnat$TK;BNsXTgXjC!CP!2{OW)@ZeQac~F

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..1f470a8 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, tests=0.33, randoms=9):
+    df = pd.read_csv(path)
+    X = df.iloc[:,:-1]
+    y = df.iloc[:,-1]
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=tests, random_state=randoms)
+    return df, X_train, X_test, y_train, y_test
+
+
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index 133357e0803cc77a9fa179800aad36162ab7db97..b00aaa8ec645557545a098cbf4dff2eadb26b401 100644
GIT binary patch
delta 52
zcmdnNxR#N_n3tEU`H5i6L=JO>DE*B5+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%MSp#4-ymr

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

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..97e5d2f71e588336f3a6fc0badcbe0a8efdcf842 100644
GIT binary patch
delta 54
zcmeB{Z;<CO=H=yTej*sNk>f0*LW+Jyer~FML2+hsc1aPC&=1cq$}TQQOitBL&QD3*
I#MI3T0OofRx&QzG

delta 66
zcmZpW@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&0iV2c>(*y7*GHJ


From 5fcfea23c19ba6b6599008d8736d192d1764e4b5 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 13 Dec 2018 05:15:38 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 179 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 689 bytes
 q02_Max_important_feature/build.py            |   7 +++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 185 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1724 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..3d41d0690553e029883e0ba393ce7fc075421393 100644
GIT binary patch
delta 52
zcmdnTxS5f|n3tEU^od~1L=JO>1pSQs+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
GD+B<!@e&>Y

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

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..e2064e85ae41330a204f81e95a96b40bb58e6909 100644
GIT binary patch
delta 403
zcmYk2J4*vW5XX1!k=!fB*x5;fkE@PgD<X=Pu}~3$5{{ciFOR#hyAg|k#c62~?o(L$
zb*|MW7JdM+aMmgd^J50)|DT!twchQ{exu=if3<G548}g#%CjjyqL95sr`-+E#@aLV
z>)heS&@C96n{4P|9i3M|7rhsQYQF$r=wGm~vA8^cGD&VxoM@XiL9sa-Lc!)h%?1J*
zBsS6d7n=o;(C(duP`R;8c!p_qw*=BH^)jJVS>sfy%1Uw}DqrS84Ibk0jLXVSGvtq<
zSveT1cp$mzH&wX}t-UuU)=2zw8{Ov<9!+JMjFccm*SQ$UX`JvV$&r^CTy;I_l=Kmd
zfmkQfDngGIHH|u<7aBsJCG=fkP=3NO1m&)=bE^A=qv2|3E8%PC@hfOjSvd!j9A{&G
OsJ*0i56lhAGyec5;Z>Xf

delta 321
zcmdnU`iDi?n3tD})qh^p4n_us#|%h-707k~;$oeN%1ZnkDXb}MEsRm@DeS=vnw%5M
z`~z8lk|691QltSSY8bK@ni*;sB^hd&YnZbbQy5d2dKpugYnW1)#Ti<eBpI@pvY3I|
zS^V5I8E<hW7AL3XrDW!%zXaM16rC*1D8+S)tt>I8G_@GWHD{EwjABmCFIve^#0ymM
zD?>jcKQ~oBF)1Tc-z7h}G&eP`q*y<_D77-NBtKU_F(*f%peR2pH5n*6S&&I;@(e~R
zMNW|OK<;E<<Y6r02hx6;OhwE<x(Fny$uXIk$%&DBvKy0{K1dd96%xS*6uZS?lbfGX
Rnv-hB1muBD<6#zJ0RY#PLLdMD

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..bd00ef5 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):
+    return list(data_set.corr()[target_variable].sort_values(ascending=False)[1:5].index)
+
+list(data_set.corr()['SalePrice'].sort_values(ascending=False)[1:5].index)
+
+
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..bd5d06bd5320e75ed86fc464418ae205644a0803 100644
GIT binary patch
delta 52
zcmX@YxRa5?n3tEU^od~1L=JO>H2sYH+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
GD+&O;EfO{W

delta 63
zcmdnVc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@lgPLE*0hg

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..c27b9a7ab9d95bb4312b9743a50179b91658fc02 100644
GIT binary patch
delta 55
zcmX@kyN8#<n3tEU^od~1Mvg;_3f1}<`MIh31;v@k*(F6lLO(peD7&~IF*#K~IX@+J
J^H;`8EC3Dk6h8m}

delta 66
zcmdnPdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{-M!~y^l#2DiM


From 78ff61a3019797ed5600a764e89757eaa9c2a7ad Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 13 Dec 2018 05:30:05 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 854 bytes
 q03_polynomial/build.py                       |  11 +++++++++++
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 174 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1382 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..743cff96ba1082c8153ff9a23396ad5e8b72f901 100644
GIT binary patch
delta 52
zcmdnYxPp<xn3tEU^od~1L=JO>Q2mVj+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%M$>!0}=87

delta 63
zcmZ3%xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@ty#1(-oos

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..e302e4a31d7050fd3a90f3c327dc8eb6a4de9ad9 100644
GIT binary patch
delta 380
zcmYjMJxjzu5Z#Yla^w>5;~ML;Nfkj$5kV2LP}D+Qgb=f<#>*vPcTYLUA#$ByapXsc
zKfym@kyfzu2Z)8UYH_p7WB1LxH?!aNo84RWefRKl{``X=^p0kt1@}!z#iqRjSNPoK
z&V*nzm5*l@@TR_H>T3WRX<Q+WIe8+QOwfdkiKd)#i?_IaWi6pGt;mg4QQa~o6*)$M
zv%eEy=B0U(4Y`Oe(pc4dc;!B@r5PZp0W+p?P9rVjG;io-svBqY_X;dV%7QsE&UrCV
z%q@#-6b%Y4GS>N5M7g+oL9zobUq|6}F%V&?(xk5?KzLHfzAEEHgbAp^nBT^EQa_V!
zy-SuCeGsWO0K#27hdnI)`hmP|yTC9TmJmuy)AVaU10HZqdmT0zW@5v9LmA2g3pjMa
Ga-AQ1Raw6P

delta 407
zcmYjNKT88K98GfnwBA_}6x@WmbUHyN5fv53T5xF(<Vc&ey>fRcNe(%<;?PZSDBa!t
z2!0WVTOIud;^6OEhbH9l-b?ac$fx~lH%>gScGP_fz6nBKXl+=)uVAV6ym3D-URpMY
z%Dkz}GXRYkW`r5c9GVAcN;IAtnrNdy%wqN{(Pn{Xct)mXVUDeW6b5jsupUs;X)Qv0
z{CwBMfg7d$IAc8QMN~EI(&>a+(kLyRd_|-QUDBwasxOT}q~V-35l>tOuB0gwNvJf{
zJlJZBI1f9^fPay%gg2>n2At|la#dQ1VEi<GN794LpGSWr67JL9DDrPbKTCM3l|Pg`
zr&=UFjpM_K6l31kYT=N}Jr^#i8UVsO*u?wT#j?KWl8@_6@B$m2&XtyR5X*u!*aolM
UIEVf$<`?kms~{I5U>dvT9~7l$5C8xG

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..c3fb9db 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(po=5, randoms=9):
+    poly_model = make_pipeline(PolynomialFeatures(po, include_bias=False), LinearRegression())
+    X_train_new = X_train[['OverallQual','GrLivArea','GarageCars','GarageArea']]
+    poly_model.fit(X_train_new, y_train)
+    return poly_model
+    
+    
+polynomial(5,9)
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..69a159671deae1a60df2f24a71996afb133694a5 100644
GIT binary patch
delta 52
zcmdnVxQ>y-n3tEU^od~1L=JO>X#I@*+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%O3!@KN1Q6

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

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..7b4d02011f0ff7e21ebcef9040a08056edce8344 100644
GIT binary patch
delta 67
zcmey!^^A+tn3tEU^od}M!A8zWj0$P`8Tq-X`US<A$=M}EKtew}zbL!7ATc>rKRG`o
Wb@MSsDJIs7O1FRNZGOt!!w3Kt0vNLZ

delta 78
zcmaFH^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hZ6CN-?p{nmKc(<>p(=J&XV<VjOG$


From fdcb4dcc216251ddfa10ab7ba75a5c6452f228d8 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 13 Dec 2018 05:42:25 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 163 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 952 bytes
 q04_ridge/build.py                            |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 169 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2095 bytes
 5 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..4b7448bf4e11a752fb1ab272fdb82c2d9d7f074d 100644
GIT binary patch
delta 52
zcmZ3-xR{Z{n3tEU^od~1L=JO>0R4>o+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%LM?jQ4!t%

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

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..7c534143a2173fab9fbb208a3a0f20ecce0012d4 100644
GIT binary patch
delta 564
zcmYjNJ#Q2-5cPQ1`{_G!m;3?_khb9jX(%ENiGqrX0%V=ETCEMaP3~^7og%OSiAzC~
z;<UelhMJCoA3(na5~4tqv{Z~YDPn7$$MeQ-X8b+;5>EC9gXG@d(Y)~p`9-cRhW;Zo
zqqma>vskhX%$Z0;D!3Skp<>mIYDWee03uTv$@m<^NTt<yLx8A}3}tfRIQooaeEaeK
z_Uo<Ne_|B;{dVv3lb>(SXC>gxtpLrHdyHo0tp_(}SnZ73pbBl&P#a7Cf?~vLpz^Kr
z{4374-WA6h)*%1V!+NZJ2iaamyWljhwUPo)t4~yxwBO*)``|@xm9ZUN)tzr%YpZd1
z;*woB3v`HAk?MtfrSj!ks$=aM7qO#ry);U2Cs-_2m-5M_@0d?Sk1+S&)9K-Qsiw7A
zlt)%0OrNjyk*SMPv1y5#?FV{yzhixo9eiPi2n2?}A%SskdKV)Z^zGo`zA4*nf6$5F
z(OR~FSJonug)MTUtWJ^E0|(rJ)9eCWtmJx$Qz|8Uxz0aSh3tF024j~T9pJ1d$LgW`
T4dX%_BHSFfH>TWA;t2i&M(2gC

delta 560
zcmYjMJ#W-N5cRCR{yO`(oRkzO5{N@cE{H{FC=jBE_yN!)E6`!Qo6A{e``F!!6v+sQ
zqXp^Yj)I<=CKbN`iQX-u;0L6kV%CbH>}cN3ym>RbbMF1}CJ*B{{BZP@eYP#@w{`7M
zjGv;b*PF?s`?Ls)0jFyKO9b3q!%NB{7PBF{!A3mfJ`X+u+v4Pfl?*mt_UYdMdpAGt
zZZ2-YX}b+~j>sC`5lsuXA>5e(r=JMsUg7IN+YMQpy4^tG=nx~PS2|Zp=TbRnoL)&A
zyP?PCIk!E9WS7Oy=X@rnODXs~*9ml9UN2T<rIM)q4)@-ZC1=4wrn6@<D@8}DW#_23
zQcGOi>fFPr7D{*SS$`+4^bAd<8Oq|zsZ%Ypd4+7L!~+&xv8J;p_rF<k8yo)}rYChN
z((KL2JUyuMRe4iXTBS27&N5w>X|`D0Udp-<xmN8fvbQJ4*fv5}Ca_=#5ri;;5$O^7
zdIHkLVlr-jkO`GB#_b=HA9t?IDqfekkr15u9M_yGq2&M-(oB_+fh_}Oe*ej9u!CIZ
XKQ3#&T8JkEGc`nrz(<RW*<<%Voh*yO

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..3a6cfb8 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,28 @@
+# %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_model = Ridge(alpha=alpha, normalize=True, random_state=9)
+    ridge_model.fit(X_train, y_train)
+    y_pred = ridge_model.predict(X_test)
+    test_rmse = np.sqrt(mean_squared_error(y_pred=y_pred, y_true=y_test))
+    y_train_pred = ridge_model.predict(X_train)
+    train_rmse = np.sqrt(mean_squared_error(y_pred=y_train_pred, y_true=y_train))
+    return train_rmse, test_rmse, ridge_model
+
+X_train.head()
+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..4e4ef9a347e88e5761bbe0b9200b110e1b63b2d3 100644
GIT binary patch
delta 52
zcmdnOxRQ~>n3tEU^od~1L=JO>F#U}D+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%L@RsjS=<$

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

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..21955bd3a1da0c969df859ff4d5b05f8f60a6bfc 100644
GIT binary patch
delta 389
zcmZ1=uwH=En3tEU^od|h>PF6uj0!RO8Tq-X`US<A$=M}EKtew}zbL!7ATc>rKRG`o
zb@NlkY({w&1_lN;Aa(}gVhtcs!jQt)%oxL5%UH`)%RD)kc`_pl5D7EiVvL`x%BnEg
zghh~%Z*n-0mBzwPQ2!*BW+9d$ZlJ+MVjw~sL`Y2j$SyqDlvNRIkiII&5v)KAc7zg;
zf$E4FhAhS!#>ri5(vy#{8sRcdj7^z^kFiQ|avZDV<S;ftu+#9EI=O|-P+1yinI=;a
j$N@z%AT|!SK0_ETJz0a@LO>FvLkdL5f(W_E1?(FD|5i=W

delta 373
zcmZ24ut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b4%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lT(-{i!c{)
z1BGv~7UdSF8bT<e$$Tt^j69PaSo8@P(8tm&05PCQ3}{M`IFJBpR+#L@DhM_}VR8j4
zKiCjfpcL2@3P1*mE0(ba^P(6snVZdwg@>_9ak2ul=;SCiQ33|^u^Gxq0Zr9pDq;ar
jMbaQPx{1n@S=ogVrW&%_2}pnxOM(a)5FtCco_zxV9l%PD


From 782ed07e0ece7f85a7370b04d6eb1354d88b70d8 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 13 Dec 2018 05:47:12 +0000
Subject: [PATCH 5/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 163 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 934 bytes
 q05_lasso/build.py                            |  15 ++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 169 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2069 bytes
 5 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..8fd6fcfefd9fce27bb5922c9603a697f68ac543d 100644
GIT binary patch
delta 52
zcmZ3-xR{Z{n3tEU^od~1L=JO>0R4>o+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%LM?jQ4!t%

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

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..2511cddd673d161a28816f63fb7e5dc943d61dd2 100644
GIT binary patch
delta 534
zcmYjMy-wUf5caOU{=2;kci{;jKXQX5QY1wZkSJ17Aw;x7axCvgVD8Rlcdvk45-Cv7
zP@Mb@k<#!A6nTJ1l<uMw5iKPZGY18;ns4X#o0&hs&tUmgw;ONY^mjkGj`PoXBn<3z
zP*cv9-@J|_J0ZJF#G)g(=!%|V<&$zj`X_`qvLizoof6SkeHqC39Ak9LN%-t+b$0pe
z`E>+D|Gz9=eE55Ox>gYIP<&7vvjJ*E<C3L!Fy$+?ei_(sN^K;)a|#i6N=nb7<vrv)
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zUkBid&M-Ho%0`t`Lyc>T2-BG!86`Lp=KJG&`uN_)%r8gxq4st&-K$0_t<8RMU^PIx
zQ|SX!=Y?Wv0i4Yby7IDR^C1h+VR`@#=@Cw1GMKA=3Xz29pt+){*V0-xzFX{xQ06wz
zjIz1|1-gsC5s;_#bv~BW2rg4f&MD>_J%Rz2g>T`q$xyw=+YNSd62jwzy93I-IJyHf
CJAh*V

delta 553
zcmYjMJ#Q2-5Z&>v_j`}aMNmK_P=b)QKr2E+fl!KwiY`rJAsx=zNp7_t7u$yvX%WTI
zf^=+8g%J54^y!x}RSNz974{NE@yO3JZ{Ey!es~w&*7GC@zaM-fUu?^|v~C@&{T+Sf
zyVcf<r??1<h~XuG#RKLp;VmXHNyv!YA!8OYp9P<QtTD7_rP1o^HogjU?dsR#)t`s(
zzDr>904?DIQn+wi#GGSb_%qV6SNJMWc8iuKZ?{l5D%74cD4iRnbFGY8XHeqSZt;;B
z=XNEe8zgx{rEI2i!PzWVDfC|6l#8mCY22N|laFZ5NU%#4eJyCkdsNSRN1h5L^x{_U
z?oSn$s&~(ZH+6+)Xk416B)RT7Rf5jy9*auyXC%I1P31stpIhRtF8sTnoir8C=;6sM
z+imhi^?=t(X2*h`QPor#Ez3u9(G)z_Y!})0yBe);iixfr=_`$6!3bgqVGLvRAH}5m
zi83q_o$P+2{HS*Ytyxp)RXAtFXL`S><Vr+ZA;tz`18W9M&*68s;GX7s|7F#%Maf?w
Q9Z54k247oj%$_*^0C;kXtpET3

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..4f94886 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,27 @@
+# %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):
+    lasso_model = Lasso(alpha=alpha, normalize=True, random_state=9)
+    lasso_model.fit(X_train, y_train)
+    y_pred = lasso_model.predict(X_test)
+    test_rmse = np.sqrt(mean_squared_error(y_pred=y_pred, y_true=y_test))
+    y_train_pred = lasso_model.predict(X_train)
+    train_rmse = np.sqrt(mean_squared_error(y_pred=y_train_pred, y_true=y_train))
+    return train_rmse, test_rmse
+
+lasso(alpha=0.01)
+
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..5e786feab02a3c3f44c02093a6ed06c6bd2739d9 100644
GIT binary patch
delta 52
zcmdnOxRQ~>n3tEU^od~1L=JO>F#U}D+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%L@RsjS=<$

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

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..a4d77d117034fa693f4256f363c11a3454ab49bf 100644
GIT binary patch
delta 55
zcmZ1=FjauVn3tEU^od~1MvhI43NiW_`MIh31;v@k*(F6lLO(peD7&~IF*#K~IX@+J
J^HWA^HURcW6C(fs

delta 66
zcmbO#ut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{W8kW&;5B`xnOm


From 5ba137e3b90013f91acd4d4cc5b0accd4fcfb827 Mon Sep 17 00:00:00 2001
From: psicktrick <poojarysaurabh932@gmail.com>
Date: Thu, 13 Dec 2018 05:59:18 +0000
Subject: [PATCH 6/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 174 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 691 bytes
 q06_cross_validation/build.py                 |   7 ++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 180 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2080 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..d2570125be7f40d239d53a45c12f0f9541609c94 100644
GIT binary patch
delta 52
zcmdnVxQ>y-n3tEU^od~1L=JO>X#I@*+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
G%O3!@KN1Q6

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

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..30d22f45b93db5409d8510bb415523eb5521906b 100644
GIT binary patch
delta 308
zcmYj~y-ve06oqsBlcY&HP%#1%44pE-2)qF^!KzeQu?0z+II;s$r80Hy5OwAOI<q73
z8h!!9$iTvcJs`0ho%89Qd*0|PP0q*T<na4oc7%rH>X-_$ff;2Xi&)G?ERncQ>rBuM
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Kh#|uh$jC2DX;yUr

delta 331
zcmYk1F;BxV5QTG2oTMS`PzELt0}P!qzzCiA5ye8POnhn^C2?iDl`4T4Ix|ES5)(T!
zI}-na$>I+%vLXhYih<?n-qStZcQ5pnCMVr)@^SgZexOOt_x&O)A`z?sJfwoI;fk`D
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iH4dybJ!iJp|4Fx9h|e79qQqhQkWQSW5JO5*(x<;kC}4yD

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..8db1597 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=X, y=y, scoring='neg_mean_squared_error', cv=5)
+    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..6b299f5ed5e4dce99977efcc4cbed211e7f72946 100644
GIT binary patch
delta 52
zcmdnbxP_6!n3tEU^od~1L=JO>ME#8X+*JL7;>_gik|H3XAD&;7U0jfuoT{IkpOQK;
GD--~_dlDi5

delta 63
zcmdnOxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv@u2{C*A>zL

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..704cc92dcc27f67075db90dfbde1b378d39a629c 100644
GIT binary patch
delta 55
zcmZ22ut0#rn3tEU^od~1Mh+P!g(Cfo{M=Oig5u2N?2;lNp&y=KlwDkqn4GGgoS%}q
J*`MhSD*)xa62$-j

delta 71
zcmZ1=uv&n_n3tF9r~kaDjT|yeI<@*4`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
ai8(n61x5K;smVam$%X7vo8y@dvH}2Ei5R{B