From 5fb44475ff4ccd63c27e0fc298d11a48500a1794 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Mon, 29 Oct 2018 09:49:50 +0000
Subject: [PATCH 1/6] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 154 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 168 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 657 bytes
 q01_load_data/build.py                        |  13 ++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 174 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3969 bytes
 6 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..5e39e7483ff47586cf1ae23031b1c4c055038ce3 100644
GIT binary patch
delta 53
zcmZ3&IE#_Pn3tF9{P}Cq6FJNk-Sso_b5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU6v0RY_C5{&==

delta 63
zcmbQmxP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv3044S4;5$t

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..59d1d24f7f2fc77778d7d9e1ef774a7a9f0dcbb7 100644
GIT binary patch
delta 53
zcmdnQxPp<xn3tF9{P}Cq6FJNkL-jNAb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU740088U62$-j

delta 63
zcmZ3%xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv2_67&X%(OV

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..1ae7450b9c81856d94198bdf337eafe306392e8e 100644
GIT binary patch
delta 331
zcmYjMu};G<5RDxtbwWEqQDJ02$`n*2CJI7gt`HrN0#apSmqs*Au-&1^5fcj%L&zsE
zF!v+)1uA7{=r6E<4GTBCyQlX~@9xPd9dEzY@)ygG%a_u71O0Nb{op*p5!|v0q-<)s
zBW;D0qad{@dPY~MaEnHP3s2d~RSkueH*yA6;PzL*vaHA(kO@2ENz88Udj9e?|2z(0
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oH`kXD!Ex1vI|pk<F)nVB{=tT(H9kx;I-9T~^QkZa7&IY*Kb_)PEC2ui

delta 309
zcmYk0ze)o^5XN`*c5{EcG{GF2Lc}iB3W6Z0m9+$HL;}ZoyD<rOxv;xYls&A{2o}fn
zw$?s_txs@okXNwLJu9d9G2eXi4O7t<>K}Ex0U5pBd{+KDTvs21XJ?Hkco&t#ICIPq
zM{CT<--K$%5JL?Z%<(H3ld@B~rC0jKF&*O?&-fF1g@*KU0|=oZZhS42j@9f*G@(ou
zyvSpv6D>ABwxriCkp?e$<4KY5I92yeJ%U~!JJyn}Mg0KmaN9QDV>T^v!IInQj9nDz
zDi;f_*qs!Qi7s-MWZC{w7ITqmRe!-*f6IncV1Xcj2zsysGOG9R0Q~v{9~_6)kx`5G
Z{6F-qY`oLF;HylWW2;pAjt8Mb=r1#TPT2qe

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..1b6f17d 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,17 @@
-# Default imports
 import pandas as pd
 from sklearn.model_selection import train_test_split
 
-
 path = 'data/house_prices_multivariate.csv'
 
+def load_data(path, test_size=0.33, randomst=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=randomst, train_size=0.67)
+    
+    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..2c6b4ce786ef4e7ed1db707d3f1c54addcbd52f0 100644
GIT binary patch
delta 53
zcmdnNxQ>y-n3tD}@4~g{i5%vN(fS$rxvBb&Ng0{BiFuW!Mn?MK`9;~q1&PV2`pNkz
IsS~sO0LI%A9RL6T

delta 63
zcmZ3-xPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv34Q={YZbTv

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..a8bac7c9f122e9cbd5ff06849c72d2ea476d43f5 100644
GIT binary patch
delta 55
zcmeB{Z<OaS=H=z$yKpUfBga`r#Z>)_{M=N1$E1wR+{C=fQX?b%@cg3e;)2BFRQ=@q
Kl+;a3-Mj$xD-y#1

delta 66
zcmZpa@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&EFWic>(+j7*YTL


From 31103ab6b68338e7e9284dc832dacc654962d825 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Mon, 29 Oct 2018 10:59:27 +0000
Subject: [PATCH 2/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 180 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 679 bytes
 q02_Max_important_feature/build.py            |  16 +++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 186 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1725 bytes
 5 files changed, 13 insertions(+), 3 deletions(-)

diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc
index 93c9119e93bd10425c9a680002a7f8007ca6fad4..3ca4e50ad1b978aded6709d24c5eaf684e07705a 100644
GIT binary patch
delta 53
zcmdnTxP_6!n3tF9{P}Cq6FJNk6ZJFlb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU7G008SM67>K8

delta 63
zcmdnOxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv2_XP@Z57Y}

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..f23e901a1dca59934fad78faa720130836b4a184 100644
GIT binary patch
delta 445
zcmYjMO-md>5UuLzo}Hatqj(8kJwyf%3oAJUg7E`#^b$m9B}=>2sOx;uGYb($JdA%p
z_D6*Lp&a^}fOz*Lg4TGl;k_z~dawFD%iro|YiTKdx&M3ohyefK-BaA}FskoN1cWJQ
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A!2kdN

delta 382
zcmYjMJxjzu5S`gg?h?;a5J9ffMhplkw6G8n6$_EG5DORKh}q@tLOx_SCyEh^)6zoH
z+lv3d-;&nq{(@LIIh$K}@9n(Zc{}@I|5}$@?e?5~_Ab5<;2UO^P5XU<*(8!6F@^*M
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zRG6Fc0Wa3vdhq%Ofb*yqNxL4?oK)AY=aeoxz*c$6*8Tc)`pOI~kXJdoNhU|J+GA8r
J)8_e-^#|~FRp|f#

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..07f4ffc 100644
--- a/q02_Max_important_feature/build.py
+++ b/q02_Max_important_feature/build.py
@@ -1,8 +1,18 @@
-# Default imports
+import pandas as pd
+import numpy as np
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 
-# 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')
 
+def Max_important_feature(data_set, target_variable='SalePrice', n=4):
+    
+    cols = data_set.corr().nlargest(n+1, target_variable)[target_variable].drop([target_variable]).index
+    
+    cm = data_set[cols].corr()
+    
+    return cm
+
+Max_important_feature(data_set, 'SalePrice')
+
+
 
-# 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..8a6f00070fc10b41db24d321d0aa22469cb196e3 100644
GIT binary patch
delta 53
zcmX@YxQmg)n3tF9{P}Cq6FJNk)Acj*b5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU6b0RZlJ6Ab_W

delta 63
zcmdnRc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv2~hxiZx!eO

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..4b8a0609800dc040ae63d542129c92ed4f68513e 100644
GIT binary patch
delta 56
zcmX@kyO)>4n3tF9{P}Cq8#xX!D%R*{<maa9J0@jh<|gJ<mKqu9hvye%7Z)TZr|Ku?
Mr=)KF%6N$d07BLk761SM

delta 66
zcmdnXdz_cUn3tF9r~kaDjU0y<wcGSF@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH@{}Q!~y^m3K-=8


From 99fc275775e4dcbf0fd8a084e23997700c2c67a3 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 31 Oct 2018 16:57:12 +0000
Subject: [PATCH 3/6] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 931 bytes
 q03_polynomial/build.py                       |  18 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 175 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1383 bytes
 5 files changed, 14 insertions(+), 4 deletions(-)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..478bd965fa60a3044b6563639b918970a263800a 100644
GIT binary patch
delta 53
zcmdnYxRQ~>n3tF9{P}Cq6FJNk!}K%qb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU740s!S363GAn

delta 63
zcmZ3<xS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv37!CP6cwZZ

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..285d42dc13112584a76ee46662c6ddae0a9a5836 100644
GIT binary patch
delta 644
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z5kmO_gedp}eq;+=&`?GE0ixi}Y_qm}?(y~YxySzJef3vIy<T+n>*v`wAmlf>F&Og4
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hYOSdoa0_!bc!-u~N**`=RP7)HG@#w<2?r4Q{{fZ!nZf`7

literal 892
zcmZ`%OK;Oa5cc|!r&FQ|khmelC6~CUx2i&*qV`gi0++G^SsU**-FE%x>^dmOIfW~K
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zbd{GHFM>>jj?+>ZIb$H15#vP9R+iAJi;y7I=4m0?=n;PU0Kp(l?sAX&Q~!yxa1B{_
z#x-8$@PN0zyT-4`k}TbYU-{QT<yIcrK@}jO_8INJoe5w{y(^ib-4i&Kv)3RP?VT`S
zQ*p#VZ*3bt9uXSKEKwyF@kBB`YSrzF*Z`AR-JY)v@UboMEZ9zK?@}7P7Zmvy0W<`b
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zBtCgeLIMxaI~%!RX8~=5(GES>7FTjI{(s5w?cR&{Zhgj0MX<A_kMxbg_OfvS0(-}G
z&@!7gGScDQ*=C^{iRr^_c*CrbsL`Bu>~h6g80gsKEu4|i2J9-)7S72!mPRAzJ=nom
W-8sZer4lb~V-5KbY2)kd`hNjy-~ELE

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..ba09723 100644
--- a/q03_polynomial/build.py
+++ b/q03_polynomial/build.py
@@ -1,11 +1,21 @@
-# Default imports
+import pandas as pd
+import numpy as np
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 from sklearn.preprocessing import PolynomialFeatures
 from sklearn.pipeline import make_pipeline
 from sklearn.linear_model import LinearRegression
 
-# 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')
+data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv', 0.33, 9)
+
+def polynomial(power = 5, randomst=9):
+    cols = data_set.corr().nlargest(5, 'SalePrice')['SalePrice'].index
+    poly_model = make_pipeline(PolynomialFeatures(degree=power, include_bias=False), LinearRegression())
+    poly_model.fit(X_train[cols[1:]], y_train)
+    
+    return poly_model
+
+polynomial()
+
+
 
 
-# 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..d0d65732c969b967dca254e1682969270701fa7e 100644
GIT binary patch
delta 53
zcmdnVxSo;2n3tF9{P}Cq6FJNkWArofb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU8l0|4l065#*<

delta 63
zcmZ3_xRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv3H|_e78Sez

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..6f6e67bfc8dd887a18cd1643ac52b00329424d3a 100644
GIT binary patch
delta 68
zcmey!^_+{-n3tF9{P}Cq1{*miF)F6(XXNLm>N_T7WacL3RhAkV>4)bRWfvDDCa3Br
Y=clA@KE^1;#ClQb_D{XdPnmld0aa!hiU0rr

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


From 99435c705036270d6e098dd392d0a8fb8e849836 Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 31 Oct 2018 17:21:43 +0000
Subject: [PATCH 4/6] Done

---
 q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 164 bytes
 q04_ridge/__pycache__/build.cpython-36.pyc    | Bin 975 -> 907 bytes
 q04_ridge/build.py                            |  21 ++++++++++++++----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 170 bytes
 .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2096 bytes
 5 files changed, 17 insertions(+), 4 deletions(-)

diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc
index 43421366bedf944488ce2a27f63ac34969d0db1a..dd2d3463d678850ad927ad219d33507e78eb9869 100644
GIT binary patch
delta 53
zcmZ3-xP+0zn3tF9{P}Cq6FJNk1NAfVb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU7)0081z614yT

delta 63
zcmZ3&xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv2`&I_y%mrE

diff --git a/q04_ridge/__pycache__/build.cpython-36.pyc b/q04_ridge/__pycache__/build.cpython-36.pyc
index ea08c01d1f9c64aa5e83fb47966104a8807f99e0..0c3ba9188a572fa7e90216ef97c71d00181b9e61 100644
GIT binary patch
delta 508
zcmYjN%}(Pm5RRQVP4m+h*atx3PrVSSTzWwKhyyn+tOPPhQMNX;rAZ?@Jrn{+lpCii
zXC8nHufTx^SZQzM1OjQbJOZa3^CL0VjOQEA_l@n}rK{4+lIPjiFAsaKSks=hZ$=<r
z1DEabOw%tjGD7==+SH*g^=O5YZnaxu<_IB;+00_)OGGF51S_e^_@X(!o1Obt27$jP
zKW;aljxSeR2#_)pT*+^M%b&T978)7q8Yzr8)l)OoGd#k~n9@!SK&4FoL?kmZlA!~A
zTdR}&4Aq@OPyl;ety}p$nm;#pgOtlu=uj-o;XA0C6o)<Phz>jCLDXlwN8MqN2+o33
zgq@f=UkIqw7Lnwi2j!0($~T&*facql-|k1;U;owaL}5G}G#dU+UmVFKY;nJ(gLr;{
z7pDvIKFtA&R6Gq=kc(|(!(PFnmjA(iwZI80NIZy=VS(c$pVW8S)M8;829l@32AXhH
xP%^@UP?#c&SwAWa$vG1>Raf%gLRGa{%ka!WkFTg7m#WQ07AzMoF^S<K-hap7e02Z-

delta 549
zcmYjM%Zk)M6wR%q^6I4RZqS7YiX#r$7#ugV5Shi`2dLm!2yN`D>FLmUc&mD#A%kGM
zQXFWqapm6Ma4opc)|L1NuB-~fFm<U@r%s)FsQcOb<?TF*<M6|)Z|vN*tl!p^MKwRr
zTfW)u?C;V%%m<uq04x!3cLT2}i&)Ht>>3;Kko!FN2yDFlv`_y8x@-I6-uCZpIBf^8
z`$Ey&Z3uVf!08uqMwFNPDo}PqHe>^5b_2PiLd~4s>0COU3+JG5dM9n{h8~mWR^qlC
zl3Of(w%~Iytx@pBOeN5Hvue32N|{9MSGfP4)SLx}naZAGR)~(2b?3-;s8CO9b?(tr
z38^}F-Jgkzo{=e<P!?aLP8DX0Qmcg&4_S1nn$BL_`)=WN-T3b)J*f(jW^Ydx>0vcn
z6*onxWI9K&&Qw*T*>ZWO#wr&xCEEk?;4V&d+emL|hy_E4AcPT&NRNP%_MD_+jP+wj
z%T-aYaj1Fwle|3cT+B*d6?!5eIP<w4b1H?xfp(xt#mK<efXVMac?E80t@9rj6<;mI
R6QXa@gh$}(icHxP_dj?Ii=6-f

diff --git a/q04_ridge/build.py b/q04_ridge/build.py
index 9ee00b1..b7c7867 100644
--- a/q04_ridge/build.py
+++ b/q04_ridge/build.py
@@ -1,15 +1,28 @@
-# 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)
+
+def ridge(al=0.01):
+    
+    ridge_model = Ridge(alpha=al, normalize=True, random_state=9)
+    ridge_model.fit(X_train, y_train)
+    
+    y_pred_train = ridge_model.predict(X_train)
+    y_pred_test = ridge_model.predict(X_test)
+    
+    rmse_train = mean_squared_error(y_train, y_pred_train)**0.5
+    rmse_test = mean_squared_error(y_test, y_pred_test)**0.5
+    
+    return rmse_train, rmse_test, ridge_model
+
+ridge(0.01)
+
 
-# Write your solution here
 
 
diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc
index 6d021b50abb2bfef8829992a349762bb460df3dd..bd4ea53935ed3f56588cd16e48dacaa67094c8cc 100644
GIT binary patch
delta 53
zcmdnOxQda(n3tF9{P}Cq6FJNk!}T-rb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU740RZKw63qYr

delta 63
zcmZ3*xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv30?qkzZIwe

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..aed97f3c56838f28867e2d62a24dfedcc71ca26e 100644
GIT binary patch
delta 390
zcmZ1=ut9*+n3tF9{P}CqsT(;rGAhREXXNLm>N_T7WacL3RhAkV>4)bRWfvDDCa3Br
z=clA@e#)55D9^&cz`zE?&OltO0VGNoQW%>VW0-3hYnf`9C+9LxW@G^(Vdh(m@sm|q
z6(*ao2r}|b4hOQ*SojI*pTyEE#8Si!G`L6%M2Le3iOC<?g(sV`DuNBtR|PqO6^Ox(
zPy#Yg9Z|!O#aP2Qxr<GD@)1@eT*is9DYNh~Rw+)7W0jm7#wG}M8Xi+8x3C#1O9L&_
mWGVtVphyP9#^Kgy2*af(Yp`1gNP=`ofe2X;Avd{zeFFeZ6i%oB

delta 382
zcmdlWut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q
z^%HY)6bg#+vr>~wiZ|b8%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lT(=|i!c{)
z1BGv~7UdSF8bT<e$^0yaj69PaS@a1Q(9hD$3o)Qb3}{M`_+&;7;mPtW0+ZcY1;HjL
zOs-_*2b;nQQ~-8{0+4~?jODDs*i2zlX5nG1Qk<;FEIK)wO_YEk{cMJEQb3b6nTl9|
lRFO1@jm2$j0+ZR;g%KtjvD*nqfHX*g2pJF|JGp^<0{}tHOsxO_


From 066a7afeb43480463996c837e0e8714b212b780c Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 31 Oct 2018 17:28:30 +0000
Subject: [PATCH 5/6] Done

---
 q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 164 bytes
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 975 -> 905 bytes
 q05_lasso/build.py                            |  20 +++++++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 170 bytes
 .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2070 bytes
 5 files changed, 17 insertions(+), 3 deletions(-)

diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc
index 1005306dfd1495f17293e8f96d1fe442f494d410..628f92779d54bcba01bfa10f36bfc2234f3863be 100644
GIT binary patch
delta 53
zcmZ3-xP+0zn3tF9{P}Cq6FJNk1NAfVb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU7)0081z614yT

delta 63
zcmZ3&xQ>y-n3tD})qh^pL=JQ9X#I@*+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv2`&I_y%mrE

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index b4ea62976de99636c3ffd5707a1ef1fcd01bef0d..5910febe507b6b5f5a9424e558695b353f18d301 100644
GIT binary patch
delta 506
zcmYjN%}(4f5VoB-o6XPuP#yq@{wRkwh+g)9x~+QXjRPD&Zlx$)yA9jTkL>JWOSY9*
zE<LXD6us~Y9C!dEZsY_)qUtO3)G?(JW6gNJ@qFLdK5zYKt-thr=lSjBd&@xR20bte
z`D<{MEY}BNo6`mUK$*i_<}sgj1RZzBJ#H;9M%>{xZy#gU7k%E+mF3Z3dHVRt?=}eh
zI$S+@cm4HvIKqImS>Rg!Ex6jL4g74Q!eg_95p$!oN~0nR!p%o$ZUSmm#yz5yS<z2q
z7X`Hbh6DFA@WHNzfnA^Br{Asps1&M{@D$WovpW!2jKmY>PGY6<D9yQ;FmDzWQt+sh
z@j=Gi{|Knek*N~*2kn13lz$@G0nI<#VUnjJeDg6mNaJia-P{cKa`{CS@koRt1H|hi
z@?x!_chfweD9uBpgFWJ42lft;z50TL-G&srq1iMoW(~=Tdd1jFn9budj+7{+12m}>
yq^pAup|NC~@jPuzB?Ol}UDxstLRYuhTky>3M7+}ft#q4*ZCD=mj1>YG@&5vCIC{_k

delta 549
zcmYjMzi-qq7>%7czb-lMPJ#g;QBg#dg^03rs49kvi47!*g><-Qx4kG%g6*qxQYwb)
z0s^E{Bt|9{{tZSJcCSo`|9}ZQt*ZKypFcmp_vG(=@GIDSoTl-&S6}gG*KvM3*A_DU
z6SL);_2$kND&k^5(Fy>EMbuw`*9a###Y21pk7!Io8l3|?UVqp@e<I^r|G2;Ydl#H`
z1F-c%p~7z=^^O5WpWqo(K@qA*xh-756*zNSP<Sdfo!2Y9E2Vd-9JF4qM6KJRBlz6O
z{O%BBcX0ZQNLf!C!RUOZGN6N5T`qVfv!we19=wAM#nC=d<f$N>X;?MdlW&C*W?D!4
z2UEqQ(*CkPGhYOjMx_nK>1FCv2{NxV5?r!JIJsi2vnRK|JL0A>{yWG|YR+<UcrwrT
z>)C?eW|flpv0zK0YMzs_+-O8yu$hwG9(;IDOpI-4wzQ1{h9Chk7=aPIKr!h)!h9@J
z^Qcj^;LTE4dG`~(Jkq`(6|K3Mh%t&oYQ~&Oro_M~#K=NoVQj(X_n*85w+yGlU0%~g
T$@ZYRNgJMk&{Sf}op}EN=}e2>

diff --git a/q05_lasso/build.py b/q05_lasso/build.py
index fb30d50..d8a601c 100644
--- a/q05_lasso/build.py
+++ b/q05_lasso/build.py
@@ -1,14 +1,28 @@
-# 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)
+
+def lasso(al=0.01):
+    
+    lasso_model = Lasso(alpha=al, normalize=True, random_state=9)
+    lasso_model.fit(X_train, y_train)
+    
+    y_pred_train = lasso_model.predict(X_train)
+    y_pred_test = lasso_model.predict(X_test)
+    
+    rmse_train = mean_squared_error(y_train, y_pred_train)**0.5
+    rmse_test = mean_squared_error(y_test, y_pred_test)**0.5
+    
+    return rmse_train, rmse_test
+
+lasso(0.01)
+
 
-# Write your solution here
 
diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc
index 88694349bfe01743507f538dd58873ee81a6ec3c..cb6cbc29436ca8230de2b6503a09c6d17c5c28ce 100644
GIT binary patch
delta 53
zcmdnOxQda(n3tF9{P}Cq6FJNk!}T-rb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU740RZKw63qYr

delta 63
zcmZ3*xP_6!n3tD})qh^pL=JQ9ME#8X+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv30?qkzZIwe

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..bb7b47b88d0f14be70bff2294e9455bde1546984 100644
GIT binary patch
delta 56
zcmZ1=Fin8Nn3tF9{P}Cq8#y*HD#q$(<maa9J0@jh<|gJ<mKqu9hvye%7Z)TZr|Ku?
Mr=)Iv%4p3704l;0`Tzg`

delta 66
zcmbOxut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
W6LWGD3X1ZxQj<%HH{WKoW&;5CK^MsY


From ce1a9f2d047648033f40b239c7939acfa2f257fa Mon Sep 17 00:00:00 2001
From: Abhimanyu22 <link2manyu@hotmail.com>
Date: Wed, 31 Oct 2018 17:35:45 +0000
Subject: [PATCH 6/6] Done

---
 q05_lasso/__pycache__/build.cpython-36.pyc    | Bin 905 -> 905 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 185 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 702 -> 726 bytes
 q06_cross_validation/build.py                 |  13 ++++++++++---
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 181 bytes
 .../test_q06_cross_validation.cpython-36.pyc  | Bin 2091 -> 2081 bytes
 6 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/q05_lasso/__pycache__/build.cpython-36.pyc b/q05_lasso/__pycache__/build.cpython-36.pyc
index 5910febe507b6b5f5a9424e558695b353f18d301..dc3169fb88251a00eea7dfaaed3f14c027edad88 100644
GIT binary patch
delta 14
VcmeBV?__5+=H=xI+{oI(3;-7o0}B8E

delta 14
VcmeBV?__5+=H=zm-N@R)3;-5e0_Ok#

diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc
index fa7d8bff4b4367609876242346df0325d2410dff..ac1de307606719eae063c95b0eede4b8460c1f0c 100644
GIT binary patch
delta 53
zcmdnVxSo;2n3tF9{P}Cq6FJNkWArofb5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU8l0|4l065#*<

delta 63
zcmZ3_xRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv3H|_e78Sez

diff --git a/q06_cross_validation/__pycache__/build.cpython-36.pyc b/q06_cross_validation/__pycache__/build.cpython-36.pyc
index 19e8bd85e09cebaee96edc5dcf0f08e21320e7b5..db77ca404d35e59b94efa8a246f351835de18e93 100644
GIT binary patch
delta 389
zcmYk1u};G<6h-~)I7vfFr82Xzz!Ir2FaQ!_;1ehTDKfEX6Pl#5U8G8>7&<dVosn4i
z2|fb}|3G18W5R(2OZVtK`ReK3SNcYS{cbn-SifJnxCxH8DR-7|O=CCqVn6Q0fgt%t
z9&)+_Kn*`=o_5YZI|!kaShSB?c~)muYR{rZInto<5(CntMm5x!1IL^^(gmqW?kv&5
zsh#F)@IVc@&9w1`iIyxYjW_=rB({f)QwUb>QbUW1i;01ufqCqzw30%_UMWUNp~MT4
zU2FcnjK)<VqSKpkR<LqD8w{e0O5Uj{OGT900}<o*tV{(@CRr(%Or%&n!{JujM)?*9
zhtLNf%id}Y(~-}aW{DD7w)Ko_GYX|;>ol&-X&2*4R`RMajuL{)p8fg_^ADS?-9NGo
TW)pD&c2j{x2tI_Q4<Y^mu*qiN

delta 348
zcmYk1ze)o^5XN_IZ|^SWMIogiSlCz{L`${N&KHP_5Z2oz$#HiZb~i;JR;evQ8Y{ul
zm+&zx7GJ<u5J6|f!h!E&2IkLi-q<V4Px}4*{pN{(!6rXHpmkEGGF}4^#Uxw9E#n#Q
z@tp7QVk1x4M~@J)c|00c6q67!Dn(tQ>^_<!E8@UK5@aOl1G}dyTGKVzQW#ES6Jd)_
zM`LHitn=yeFNs?vy5rchR!h}*7<pLo#8%oU`$9~CQ=e5i)vYSU-E>x7>1xrc&e?Ke
z)KWOzmZE76=SJ76a(4R+*L(ed6!-`X!0c|nVLnNW=%j9aY?YEelfsFyRn8>X<rBnG
n)|v2+PY^8>yIB0*|7T&d&(4r_(Wr~?lFiWy$e@UdXuy5|i*H%{

diff --git a/q06_cross_validation/build.py b/q06_cross_validation/build.py
index e39b93b..958f926 100644
--- a/q06_cross_validation/build.py
+++ b/q06_cross_validation/build.py
@@ -1,13 +1,20 @@
-# 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)
+
+def cross_validation(model, X, y):
+    
+    model.fit(X_train, y_train)
+    scores = cross_val_score(model, X, y, scoring='neg_mean_squared_error', cv=5)
+    neg_mse = scores.mean()
+    
+    return neg_mse
+
 
-# Write your solution here
 
 
 
diff --git a/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/tests/__pycache__/__init__.cpython-36.pyc
index ca3f5cd76d3a5d9abb66f9d0edaf0d9dac4ec0bc..b11cd3d1e257ad07a9690721a8db1f7725be8dd7 100644
GIT binary patch
delta 53
zcmdnbxRsH^n3tF9{P}Cq6FJNklk_w4b5r#llQJ@M6Z0xdjg0ie^NX^J3lfu4^^@~c
JQYU7G0s!l`68QiC

delta 63
zcmdnWxSx^3n3tD})qh^pL=JQ99Q};^+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv384Ua7!}k2

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..e258e701b1c2b011c426e664a2a8f64b23333f38 100644
GIT binary patch
delta 56
zcmZ22uuy=*n3tF9{P}Cq8#!c{6pQsU@^e%59g{LLa})C_OO1^5!}E)>iwhEyQ}vVc
MQ&KnkGu>eY02$5`oB#j-

delta 66
zcmZ1|uv&n_n3tF9r~kaDjT|ye+O_%_`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf
Wi8(n61x5K;smUe9n_ZdiumS+$GZ$+B