author | Puneeth Chaganti <punchagan@gmail.com> |
Wed, 27 Oct 2010 13:05:03 +0530 | |
changeset 360 | 270b7f0715c9 |
parent 287 | d9507624eb8f |
child 397 | 4aea9ed09983 |
permissions | -rw-r--r-- |
261
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
1 |
Objective Questions |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
2 |
------------------- |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
3 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
4 |
.. A mininum of 8 questions here (along with answers) |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
5 |
|
287
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
6 |
1. ``matrix(A) * matrix(B)`` and ``array(A) * array(B)`` are the same. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
7 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
8 |
a. True |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
9 |
#. False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
10 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
11 |
Answer: False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
12 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
13 |
2. ``matrix(A) * array(B)`` does, |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
14 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
15 |
a. Element wise multiplication. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
16 |
#. Matrix multiplication. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
17 |
#. Cannot multiply a matrix object and array object. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
18 |
#. Depends on the shape of A and B, if compatible matrix |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
19 |
multiplication will be done, otherwise element wise |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
20 |
multiplication. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
21 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
22 |
Answer: Matrix multiplication |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
23 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
24 |
3. A and B are two matrix objects. Element wise multiplication in |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
25 |
matrices are done by, |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
26 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
27 |
a. A * B |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
28 |
#. ``multiply(A, B)`` |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
29 |
#. ``dot(A, B)`` |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
30 |
#. ``element_multiply(A,B)`` |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
31 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
32 |
Answer: multiply(A, B) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
33 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
34 |
4. ``norm(A)`` method determines the, |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
35 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
36 |
a. Frobenius norm |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
37 |
#. Infinity norm |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
38 |
#. Induced norm |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
39 |
#. Schatten norm |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
40 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
41 |
Answer: Frobenius norm |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
42 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
43 |
5. ``eig(A)[1]`` and ``eigvals(A)`` are the same. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
44 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
45 |
a. True |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
46 |
#. False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
47 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
48 |
Answer: False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
49 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
50 |
6. The code snippet will work without an error, |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
51 |
:: |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
52 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
53 |
A = matrix([[1, 2, 3, 4], [5, 6, 7, 8]]) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
54 |
inv(A) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
55 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
56 |
a. True |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
57 |
#. False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
58 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
59 |
Answer: False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
60 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
61 |
7. What is the output of the following code, |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
62 |
:: |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
63 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
64 |
x = matrix([[1, 2, 3], ['a', 2, 'c']]) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
65 |
identity(x.shape) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
66 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
67 |
a. Will create an identity matrix of shape (2, 3). |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
68 |
#. ``identity()`` function takes an integer as argument and a tuple |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
69 |
is passed. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
70 |
#. Will return, matrix([[1,0,1],[0,1,0]]) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
71 |
#. Will return, matrix([[0,1,0],[0,1,0]]) |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
72 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
73 |
Answer: ``identity()`` function takes an integer as argument and a |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
74 |
tuple is passed. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
75 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
76 |
8. ``norm(A,ord='fro')`` is the same as ``norm(A)`` |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
77 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
78 |
a. True |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
79 |
#. False |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
80 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
81 |
Answer: True |
261
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
82 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
83 |
Larger Questions |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
84 |
---------------- |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
85 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
86 |
.. A minimum of 2 questions here (along with answers) |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
87 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
88 |
1. Consider an array [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]. A fold and add |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
89 |
operation consist of two phases, a right fold and add and a left |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
90 |
fold and add. |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
91 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
92 |
Say in first fold and add, we take the right fold of the array and |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
93 |
add it to the left like, |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
94 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
95 |
[1+10, 2+9, 3+8, 4+7, 5+6, 6, 7, 8, 9, 10] |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
96 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
97 |
and it becomes |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
98 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
99 |
[11, 11, 11, 11, 11, 6, 7, 8, 9, 10] |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
100 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
101 |
and in the second fold and add, we take the left fold of the new |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
102 |
array and add it to the right and it becomes, |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
103 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
104 |
[11, 11, 11, 11, 11, 17, 18, 19, 20, 21]. |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
105 |
|
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
106 |
What will be the array after 22 such operations starting with [1, |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
107 |
2, 3, 4, 5, 6, 7, 8, 9, 10] |
c7f0069d698a
added base scripts and questions except for matrices and other-type-of-plots. previous commit only removed unwanted files.
anoop
parents:
diff
changeset
|
108 |
|
287
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
109 |
2. Find the infinity norm and the determinant of the inverse of the |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
110 |
product of matrices A and B. |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
111 |
:: |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
112 |
|
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
113 |
A = [[ 1, 2, 3, 4], B = [[16, 15, 14, 13], |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
114 |
[ 5, 6, 7, 8], [12, 11, 10, 9], |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
115 |
[ 9, 10, 11, 12], [ 8, 7, 6, 5], |
d9507624eb8f
added questions for matrices.
Anoop Jacob Thomas<anoop@fossee.in>
parents:
261
diff
changeset
|
116 |
[13, 14, 15, 16]] [ 4, 3, 2, 1]] |