Skip to content

Commit 2ee9d30

Browse files
authored
Update support_vector_machines.py
1 parent f56f028 commit 2ee9d30

File tree

1 file changed

+6
-5
lines changed

1 file changed

+6
-5
lines changed

machine_learning/support_vector_machines.py

Lines changed: 6 additions & 5 deletions
Original file line numberDiff line numberDiff line change
@@ -57,8 +57,8 @@ class SVC:
5757
>>> SVC(kernel="polynomial",degree=None)
5858
Traceback (most recent call last):
5959
...
60-
ValueError: degree must be int
61-
>>> SVC(kernel="polynomial",degree=-1)
60+
ValueError: degree must be float or int
61+
>>> SVC(kernel="polynomial",degree=-1.0)
6262
Traceback (most recent call last):
6363
...
6464
ValueError: degree must be > 0
@@ -70,7 +70,7 @@ def __init__(
7070
regularization: float = np.inf,
7171
kernel: str = "linear",
7272
gamma: float = 0.0,
73-
degree: int = 0.0,
73+
degree: float=0.0,
7474
coef0: float = 0.0,
7575
) -> None:
7676
self.regularization = regularization
@@ -93,8 +93,8 @@ def __init__(
9393
elif kernel == "polynomial":
9494
if self.degree == 0:
9595
raise ValueError("polynomial kernel requires degree")
96-
if not isinstance(self.degree, int):
97-
raise ValueError("degree must be int")
96+
if not isinstance(self.degree, (float, int)) :
97+
raise ValueError("degree must be float or int")
9898
if not self.degree > 0:
9999
raise ValueError("degree must be > 0")
100100
self.kernel = self.__polynomial
@@ -123,6 +123,7 @@ def __rbf(self, vector1: ndarray, vector2: ndarray) -> float:
123123
"""
124124
return np.exp(-(self.gamma * norm_squared(vector1 - vector2)))
125125

126+
126127
def __polynomial(self, vector1: ndarray, vector2: ndarray) -> float:
127128
"""
128129
Polynomial kernel: (x . y + coef0)^degree

0 commit comments

Comments
 (0)