From 2087ec4554b56149992b3ad163f02078cdcf418d Mon Sep 17 00:00:00 2001
From: bhushan45 <bhushanshewale45@gmail.com>
Date: Tue, 12 Jun 2018 11:09:29 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 135 -> 147 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 151 -> 163 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 794 -> 1067 bytes
 q01_grid_search/build.py                      |  18 +++++++++++++-----
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 157 -> 169 bytes
 .../test_q01_grid_search.cpython-36.pyc       | Bin 3729 -> 3740 bytes
 6 files changed, 13 insertions(+), 5 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index 14812de5bbb2a004d139995a9d5f098ae50a00f5..7911605ad5f1e6077015796c20e36e72eab85b1a 100644
GIT binary patch
delta 49
zcmZo?oXp5(%*)F)d*wtnOL+(VjQreG{iKZ2;*7*R6I1>0{G#mQg2d!h{p9?V)QLf+
E0B#8o1^@s6

delta 37
scmbQt*v`mi%*)HQxOgI)rLc*9Mt*Lpeo1O^iM~r}adt_5!NfRI0Ksqzn*aa+

diff --git a/q01_grid_search/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/__pycache__/__init__.cpython-36.pyc
index 9413fbb035692cba6960d05692dfdb9b5cbb7e65..e1a3b62a1ad92cfffc6e6eb1ee2899f39614e04a 100644
GIT binary patch
delta 49
zcmbQvxR{a6n3tDp_R5KDmhu7m8Tq-X`bin3#TkitCZ_t~`9;~q1&PV2`pNkzsS|@-
E0d_eMMgRZ+

delta 37
scmZ3?IGvHrn3tDpaq&bpOJNuNjQreG{gTw;5`CA{;_Q<Af{Agi0LNep+W-In

diff --git a/q01_grid_search/__pycache__/build.cpython-36.pyc b/q01_grid_search/__pycache__/build.cpython-36.pyc
index dbd3e7a28645ede9c396ea197ab2e742dc768ea0..46a5309710289a5024524047429e513622a5b3fe 100644
GIT binary patch
delta 484
zcmYjNJxjzu5Z&E;sCTDVsA%-WkF!Y?LG45Y5p1-vP+}3*?4EaeNn|!B2oVdlun?5%
z{0CwsSXx{76Vh6Ue?btP4Hh@BGw;E^H*fdBe(J9;4i1*y9;f$T3_?CgPuYmq@Tk}O
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Z>S?q3R{sj-@3iHriA>eHKWvH(nSXR#eU|_L

delta 197
zcmZ3@F^f&vn3tDpaj|^#TqXvF#|%h-4ajx?;^Ivcl_NyOTA9+ABpIT3Qn|9YQy5bi
zTbWYCCr)r>WejG}l-T%$iIMw15EMxOb!ZAtwr1}1yTu+6Us9BqnRkl~$Ve?Nxy4=y
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RN^?@}m_ZJcn#{u@3jp@yIPm}g

diff --git a/q01_grid_search/build.py b/q01_grid_search/build.py
index 20c99a1..a04eb7d 100644
--- a/q01_grid_search/build.py
+++ b/q01_grid_search/build.py
@@ -1,7 +1,8 @@
+# %load q01_grid_search/build.py
 # Default imports
 
 import warnings
-warnings.filterwarnings("ignore")
+warnings.filterwarnings('ignore')
 import pandas as pd
 from sklearn.model_selection import train_test_split
 from sklearn.ensemble import RandomForestClassifier
@@ -12,11 +13,18 @@
 y_bal = loan_data.iloc[:, -1]
 
 X_train, X_test, y_train, y_test = train_test_split(X_bal, y_bal, test_size=0.33, random_state=9)
-param_grid = {"max_features": ['sqrt', 4, "log2"],
-              "n_estimators": [10, 50, 120],
-              "max_depth": [40, 20, 10],
-              "max_leaf_nodes": [5, 10, 2]}
+param_grid = {'max_features': ['sqrt', 4, 'log2'],
+              'n_estimators': [10, 50, 120],
+              'max_depth': [40, 20, 10],
+              'max_leaf_nodes': [5, 10, 2]}
 
 
 # Write your solution here :
+def grid_search(X_train, y_train, model, param_grid, cv=3):
+    grid = GridSearchCV(estimator=model, param_grid=param_grid, cv=cv)
+    grid.fit(X_train, y_train)
+    return grid, grid.cv_results_['params'], grid.cv_results_['mean_test_score']
+
+
+
 
diff --git a/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc b/q01_grid_search/tests/__pycache__/__init__.cpython-36.pyc
index 5cb0753554300b5c4d0de098c675c24f802d7273..6709d04aa17e9a908fa2c64c6c285c2d1a97abc9 100644
GIT binary patch
delta 49
zcmbQsxRR00n3tDp_R5KDmhxfx8Tq-X`bin3#TkitCZ_t~`9;~q1&PV2`pNkzsS|^|
E0eMRhUH||9

delta 37
scmZ3<IG2&ln3tDpaq&bpOJOhljQreG{gTw;5`CA{;_Q<Af{Ah70LhvQ^8f$<

diff --git a/q01_grid_search/tests/__pycache__/test_q01_grid_search.cpython-36.pyc b/q01_grid_search/tests/__pycache__/test_q01_grid_search.cpython-36.pyc
index 6061f23a0ca786fa4210816073f732a59b5c5681..e606d31d36937f701dde63d16b9559710130a91f 100644
GIT binary patch
delta 71
zcmbOzJ4cq&n3tDp_DcEajT<@BndOu8GxBp&^^-D6i!&1QOicB|^NX^J3lfu4^^@~c
bQa3j<?_y+ho}9?0!IG0%T(UWvRgDt>LZcT+

delta 64
zcmbOuJ5iR?n3tF9U9o)hrj4BG%)(*%8Tq-X`X#BwCHgL@#n~nK1)KYscQG=$OwM7`
UU@a*v$Vr{NkWFH9A1fax0H;<J0ssI2


From df93116a3b9de75554a09976dd7974ceef08608b Mon Sep 17 00:00:00 2001
From: bhushan45 <bhushan45@users.noreply.github.com>
Date: Wed, 25 Jul 2018 18:37:00 +0530
Subject: [PATCH 2/3] Update build.py

---
 q02_fit/build.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/q02_fit/build.py b/q02_fit/build.py
index fbafb1a..bf0da8c 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -22,6 +22,17 @@
 
 
 # Write your solution here :
+def fit(X_test, y_test):
+    print(grid.best_params_)
+    predicted = grid.predict(X_test)
+    predict = pd.DataFrame(predicted)
+    expected = y_test
+
+    matrix = confusion_matrix(expected, predict)
+    clr = classification_report(expected, predict)
+    accuracy = accuracy_score(expected, predict)
+
+    return matrix, clr, accuracy
 
 
 

From 5d2904493856e54737eae9447ed9227c34569637 Mon Sep 17 00:00:00 2001
From: bhushan45 <bhushan45@users.noreply.github.com>
Date: Wed, 25 Jul 2018 18:37:41 +0530
Subject: [PATCH 3/3] Update build.py

---
 q02_fit/build.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/q02_fit/build.py b/q02_fit/build.py
index bf0da8c..e71d66d 100644
--- a/q02_fit/build.py
+++ b/q02_fit/build.py
@@ -35,4 +35,4 @@ def fit(X_test, y_test):
     return matrix, clr, accuracy
 
 
-
+fit(X_test, y_test)