def q4ii():
print '1.LinearSVC with Digits'
[digit_X, digit_y] = util.generate_digits()
new_X = quad_proj.quad_proj(digit_X)
linear_svc(new_X, digit_y)
print '2.SVC with Digits'
[digit_X, digit_y] = util.generate_digits()
new_X = quad_proj.quad_proj(digit_X)
svc(new_X, digit_y)
print '3.LogisticRegression with Digits'
[digit_X, digit_y] = util.generate_digits()
new_X = quad_proj.quad_proj(digit_X)
logisticRegression(new_X, digit_y)
def q4iii():
print '1.LinearSVC with Digits'
[digit_X, digit_y] = util.generate_digits()
X2 = quad_proj.quad_proj(digit_X)
X3 = rand_proj.rand_proj(X2, 64)
linear_svc(X3, digit_y)
print '2.SVC with Digits'
[digit_X, digit_y] = util.generate_digits()
X2 = quad_proj.quad_proj(digit_X)
X3 = rand_proj.rand_proj(X2, 64)
svc(X3, digit_y)
print '3.LogisticRegression with Digits'
[digit_X, digit_y] = util.generate_digits()
X2 = quad_proj.quad_proj(digit_X)
X3 = rand_proj.rand_proj(X2, 64)
logisticRegression(X3, digit_y)
def q3ii():
print '1.LinearSVC with Boston50'
[boston50_X, boston50_y] = util.generate_Boston50()
linear_svc(boston50_X, boston50_y)
print '2.LinearSVC with Boston75'
[boston75_X, boston75_y] = util.generate_Boston75()
linear_svc(boston75_X, boston75_y)
print '3.LinearSVC with Digits'
[digit_X, digit_y] = util.generate_digits()
linear_svc(digit_X, digit_y)
print '4.SVC with Boston50'
[boston50_X, boston50_y] = util.generate_Boston50()
svc(boston50_X, boston50_y)
print '5.SVC with Boston75'
[boston75_X, boston75_y] = util.generate_Boston75()
svc(boston75_X, boston75_y)
print '6.SVC with Digits'
[digit_X, digit_y] = util.generate_digits()
svc(digit_X, digit_y)
print '7.LogisticRegression with Boston50'
[boston50_X, boston50_y] = util.generate_Boston50()
logisticRegression(boston50_X, boston50_y)
print '8.LogisticRegression with Boston75'
[boston75_X, boston75_y] = util.generate_Boston75()
logisticRegression(boston75_X, boston75_y)
print '9.LogisticRegression with Digits'
[digit_X, digit_y] = util.generate_digits()
logisticRegression(digit_X, digit_y)
import util
import my_cross_val
if __name__ == "__main__":
print '1.LinearSVC with Boston50'
[boston50_X, boston50_y] = util.generate_Boston50()
my_cross_val.my_cross_val('LinearSVC', boston50_X, boston50_y, 10)
print '2.LinearSVC with Boston75'
[boston75_X, boston75_y] = util.generate_Boston75()
my_cross_val.my_cross_val('LinearSVC', boston75_X, boston75_y, 10)
print '3.LinearSVC with Digits'
[digit_X, digit_y] = util.generate_digits()
my_cross_val.my_cross_val('LinearSVC', digit_X, digit_y, 10)
print '4.SVC with Boston50'
[boston50_X, boston50_y] = util.generate_Boston50()
my_cross_val.my_cross_val('SVC', boston50_X, boston50_y, 10)
print '5.SVC with Boston75'
[boston75_X, boston75_y] = util.generate_Boston75()
my_cross_val.my_cross_val('SVC', boston75_X, boston75_y, 10)
print '6.SVC with Digits'
[digit_X, digit_y] = util.generate_digits()
my_cross_val.my_cross_val('SVC', digit_X, digit_y, 10)
print '7.LogisticRegression with Boston50'
[boston50_X, boston50_y] = util.generate_Boston50()