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Mathematics for Data Science II · End Term · Jan 2026 · AN

Mathematics for Data Science II · End Term · Jan 2026 AN

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Questions and published explanations below are available without starting a test. Some questions may not have a published solution yet.

18 / 19 published solutions

Question 2 MCQ · 5.0 marks

Consider the function
Source diagram or notation
defined as follows.
Source diagram or notation
Choose the correct option.
6406536925289.Source diagram or notation
.
6406536925290.Source diagram or notation
is not defined for any non-zero
Source diagram or notation
.
6406536925291.Source diagram or notation
.
6406536925292.Source diagram or notation
exists for any non-zero
Source diagram or notation
.

Published solution

**1. Set up:** Away from the origin, r=sqrt(x²+y²) is positive and sin(r)/r is a composition of continuous functions. **2. Work through the reasoning:** Therefore a finite limit exists at every (a,0) with a≠0, equal to sin(|a|)/|a|. At (0,pi/2) it is 2/pi, not zero, and at (pi,0) it is zero, not one. **3. Check the result:** \[\lim_{(x,y)\to(a,0)}f(x,y)=\frac{\sin|a|}{|a|}\quad(a\ne0)\] The assigned special value at the origin does not affect continuity at these nonzero points. **Answer: D.** A: **Incorrect:** At radius pi/2 the value is 2/pi, not zero. B: **Incorrect:** The denominator is nonzero at every such point, so the limit exists. C: **Incorrect:** sin(pi)/pi is zero. D: **Correct:** Continuity away from radius zero guarantees these limits.

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Question 3 MCQ · 5.0 marks

Let
Source diagram or notation
be a square matrix of order
Source diagram or notation
. If
Source diagram or notation
, which of the following sequences of row operations can be performed on
Source diagram or notation
so that the resulting matrix has determinant
Source diagram or notation
?
6406536925297.
Interchange two rows of
Source diagram or notation
and then multiply one row by
Source diagram or notation
6406536925298.
Multiply one row of
Source diagram or notation
by
Source diagram or notation
.
6406536925299.
Interchange two rows of
Source diagram or notation
and then multiply one row by
Source diagram or notation
.
6406536925300.
Multiply all rows of
Source diagram or notation
by
Source diagram or notation
.

Published solution

**1. Set up:** Starting from det(A)=-3, interchanging two rows changes its sign to +3. **2. Work through the reasoning:** Multiplying one row by 1/3 then gives determinant 1. **3. Check the result:** \[\det A=-3\longmapsto3\longmapsto\frac13(3)=1\] Scaling every row would multiply the determinant by the fourth power of the scale because the matrix has order four; that is different from scaling one row. **Answer: C.** A: **Incorrect:** After the swap the determinant is 3, and scaling by -1/3 gives -1. B: **Incorrect:** Scaling -3 by 1/3 gives -1 without a sign-changing swap. C: **Correct:** The swap and one-row scaling give (-1)(1/3)(-3)=1. D: **Incorrect:** All-row scaling gives (-1/3)^4(-3)=-1/27, not 1.

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Question 4 MCQ · 6.0 marks

Let
Source diagram or notation
be a linear transformation. Let
Source diagram or notation
and
Source diagram or notation
Suppose that the matrix representation of
Source diagram or notation
with respect to ordered
Source diagram or notation
bases
Source diagram or notation
for the domain and
Source diagram or notation
for the co-domain is given by . Then which of the following defines the transformation
Source diagram or notation
?
6406536925293.Source diagram or notation
6406536925294.Source diagram or notation
6406536925295.Source diagram or notation
6406536925296.Source diagram or notation

Published solution

**1. Set up:** Convert the representation back to standard coordinates. **2. Work through the reasoning:** For input (x,y,z), its B1 coordinates are a=(x-y+z)/2,b=(x+y-z)/2,c=(-x+y+z)/2. The displayed matrix gives B2 coordinates (-b+2c,-a+2b). Recombining with B2=((1,1),(1,-1)), the standard output is their sum and difference: (-x+2y,-2x-y+3z). This is B. **3. Check the result:** \[T(x,y,z)=(-x+2y,-2x-y+3z)\] Basis coordinates are not the same as ordinary output coordinates. **Answer: B.** A: **Incorrect:** Negates the required output transformation. B: **Correct:** Matches the result after both input- and output-basis conversions. C: **Incorrect:** Does not reproduce the given matrix columns on the supplied basis vectors. D: **Incorrect:** The second component differs from the recombined -2x-y+3z.

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Question 5 MSQ · 6.0 marks

Define a function
Source diagram or notation
6406536925301.Source diagram or notation
is continuous at
Source diagram or notation
.
6406536925302.Source diagram or notation
.
6406536925303.Source diagram or notation
.
6406536925304.Source diagram or notation
is differentiable at
Source diagram or notation
.

Published solution

**1. Set up:** The bound |f(x,y)|<=|x-y|²<=2(x²+y²) proves continuity at the origin. **2. Work through the reasoning:** For the x-partial, f(h,0)/h=h sin(1/h)→0. For the y-partial, f(0,h)/h=-h sin(1/h)→0. Thus both partials are zero. To prove differentiability, divide the error from the zero linear map by r=sqrt(x²+y²): |f|/r<=2r→0. **3. Check the result:** \[\frac{|f(x,y)|}{\sqrt{x^2+y^2}}\le2\sqrt{x^2+y^2}\longrightarrow0\] This establishes more than the existence of partial derivatives. **Answer: A, B, D.** A: **Correct:** The quadratic bound tends to zero. B: **Correct:** Both partial derivatives equal 0. C: **Incorrect:** The two partial derivatives are equal, not unequal. D: **Correct:** The first-order remainder divided by distance tends to zero.

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Question 6 MSQ · 6.0 marks

Choose all the subspaces isomorphic to
Source diagram or notation
.
6406536925305.Source diagram or notation
.
6406536925306.Source diagram or notation
.
6406536925307.Source diagram or notation
.
6406536925308.Source diagram or notation

Published solution

**1. Set up:** A real subspace is isomorphic to R² iff its dimension is 2. **2. Work through the reasoning:** W1 has four matrix entries with two independent row-sum constraints, leaving dimension 2. In W2, z=x-y and w=x, so x,y are free and the dimension is 2. W3 has nine entries and three independent column-sum equations, leaving dimension 6. **3. Check the result:** \[(\dim W_1,\dim W_2,\dim W_3,\dim W_4)=(2,2,6,2)\] W4 is the plane x+y=0 in R³; its two independent free coordinates give dimension 2. **Answer: A, B, D.** A: **Correct:** Four coordinates minus two independent constraints leaves two degrees of freedom. B: **Correct:** Two free variables parametrise the space. C: **Incorrect:** The three column-sum constraints leave six, not two, degrees of freedom. D: **Correct:** Orthogonality to the nonzero vector (1,1,0) imposes one independent equation on R³.

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Question 7 NAT · 5.0 marks

If
Source diagram or notation
is an orthogonal matrix of order 5, then find the nullity of the matrix
Source diagram or notation
.

Published solution

**1. Set up:** An orthogonal matrix satisfies A transpose A=I, so it is invertible with inverse A transpose. **2. Work through the reasoning:** If Ax=0, multiply by A transpose to get x=0. Thus its kernel is the zero subspace and nullity is 0. **3. Check the result:** \[\dim\ker A=5-\operatorname{rank}A=5-5=0\] Equivalently, rank is 5 and rank-nullity gives 5-5=0. **Answer: 0.**

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Question 8 NAT · 5.0 marks

Let
Source diagram or notation
and
Source diagram or notation
be two vectors in
Source diagram or notation
. If
Source diagram or notation
and
Source diagram or notation
are orthogonal to each other, find the value of
Source diagram or notation
.

Published solution

**1. Set up:** Orthogonality requires the dot product to vanish. **2. Work through the reasoning:** For u=(2,-1,4,3) and v=(1,c,-2,6), u·v=2-c-8+18=12-c. Therefore 12-c=0 and c=12. **3. Check the result:** \[(2,-1,4,3)\cdot(1,c,-2,6)=12-c=0\] Substituting this gives a zero dot product, as required. **Answer: 12.**

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Question 9 NAT · 5.0 marks

Consider the function
Source diagram or notation
defined as
Source diagram or notation
If the unit direction of the steepest ascent of
Source diagram or notation
at
Source diagram or notation
is
Source diagram or notation
, then find the value of
Source diagram or notation
?

Published solution

**1. Set up:** For f=xy+yz+zx+x³+y³+z³, the gradient is (y+z+3x²,x+z+3y²,x+y+3z²). **2. Work through the reasoning:** At (1,0,1) it is (4,2,4), with norm sqrt(16+4+16)=6. The unit steepest-ascent vector is (a,b,c)=(2/3,1/3,2/3). **3. Check the result:** \[\frac{\nabla f(1,0,1)}{\|\nabla f(1,0,1)\|}=\frac{(4,2,4)}6=\left(\frac23,\frac13,\frac23\right)\] Hence a+2b+c=2/3+2/3+2/3=2. **Answer: 2.**

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Question 10 NAT · 6.0 marks

Let
Source diagram or notation
be a linear transformation given by
Source diagram or notation
,
Source diagram or notation
and
Source diagram or notation
. If
Source diagram or notation
, find
Source diagram or notation
.

Published solution

**1. Set up:** Solve (1,2,-3)=alpha(1,0,1)+beta(1,1,0)+gamma(0,1,1). **2. Work through the reasoning:** The coefficients are alpha=-2,beta=3,gamma=-1, as direct substitution checks. Linearity gives T(1,2,-3)=-2(1,0)+3(0,1)-(1,1)=(-3,2). **3. Check the result:** \[T(1,2,-3)=-2(1,0)+3(0,1)-(1,1)=(-3,2)\] Therefore a-b=-3-2=-5. **Answer: -5.**

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Question 11 MSQ · 6.0 marks

Let
Source diagram or notation
be the real valued function defined by
Source diagram or notation
for all
Source diagram or notation
. Let
Source diagram or notation
denote the tangent plane to the graph of
Source diagram or notation
at the point
Source diagram or notation
. Based on the above data, answer the given subquestions.
Which of the following points lie in
Source diagram or notation
?
6406536925313.Source diagram or notation
.
6406536925314.Source diagram or notation
.
6406536925315.Source diagram or notation
.
6406536925316.Source diagram or notation
.

A published solution is not available for this question yet.

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Question 12 NAT · 4.0 marks

Let
Source diagram or notation
be the real valued function defined by
Source diagram or notation
for all
Source diagram or notation
. Let
Source diagram or notation
denote the tangent plane to the graph of
Source diagram or notation
at the point
Source diagram or notation
. Based on the above data, answer the given subquestions.
What is the dimension of the subspace corresponding to the affine subspace
Source diagram or notation
?

Published solution

**1. Set up:** For f(x,y)=xy²+yx², both first partial derivatives vanish at (0,0), and f(0,0)=0. **2. Work through the reasoning:** The tangent plane there is z=0. Its associated direction subspace has basis (1,0,0),(0,1,0), hence dimension 2. **3. Check the result:** \[z=f(0,0)+f_x(0,0)x+f_y(0,0)y=0,\qquad\dim V=2\] This conclusion is independent of the source-key error in the separate tangent-plane point-membership question. **Answer: 2.**

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Question 13 NAT · 7.0 marks

Consider the function
Source diagram or notation
defined as
Source diagram or notation
Based on the above data, answer the given subquestions.
Consider the following statements about the function
Source diagram or notation
. **S1**: The range of
Source diagram or notation
is the subset
Source diagram or notation
of
Source diagram or notation
. **S2**: The gradient of
Source diagram or notation
is defined at all points in
Source diagram or notation
. **S3**: The directional derivative of
Source diagram or notation
in the direction of
Source diagram or notation
at
Source diagram or notation
is
Source diagram or notation
. What is the number of correct statements? Write 0 if none of the statements is correct.

Published solution

**1. Set up:** The function is exp(x³+y³). **2. Work through the reasoning:** S1 gives the range as [0,infinity), which is incorrect because exponentials never equal zero; the exact range is (0,infinity), since x³+y³ attains every real number. S2 is true: its gradient exists everywhere in R². S3 is false: at (1,0), the gradient is (3e,0), which has a nonzero dot product with the displayed negative direction; normalising that direction also leaves it nonzero. Only S2 is correct. **3. Check the result:** \[\operatorname{range}(e^{x^3+y^3})=(0,\infty)\] If S1 were read merely as containment inside the nonnegative reals, it would be true, but the source's one-answer count uses the stated set as the proposed exact range. **Answer: 1.**

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Question 14 NAT · 5.0 marks

Consider the function
Source diagram or notation
defined as
Source diagram or notation
Based on the above data, answer the given subquestions.
Suppose function
Source diagram or notation
describes the amount of rain at a point
Source diagram or notation
on a map. If along the unit direction
Source diagram or notation
the amount of rain remains constant starting at point
Source diagram or notation
, then find
Source diagram or notation
.

Published solution

**1. Set up:** The direction (a,b) is explicitly a unit direction, so by definition a²+b²=1. **2. Work through the reasoning:** This alone determines the requested value. Under the intended local rate-of-change reading, constancy at (1,1) means the direction is orthogonal to the gradient (3e²,3e²), giving a+b=0 and a,b=±1/sqrt(2) with opposite signs. **3. Check the result:** \[\|(a,b)\|=1\quad\Longrightarrow\quad a^2+b^2=1\] Zero initial directional derivative need not imply constancy along an entire straight line; the unit-vector norm remains 1 in either calculation. **Answer: 1.**

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Question 15 MCQ · 3.0 marks

Consider the following domain
Source diagram or notation
Suppose
Source diagram or notation
is a function defined by
Source diagram or notation
Based on the above data, answer the given subquestions.
Which of the following options depicts the correct geometric shape of the boundary of
Source diagram or notation
?
6406536925320.
A triangle.
6406536925321.
A rectangle.
6406536925322.
A pentagon.
6406536925323.
A hexagon.

Published solution

**1. Set up:** The domain x>=0,y>=0,x+y<=1 is the filled triangle bounded by the two coordinate axes and the line x+y=1. **2. Work through the reasoning:** Its three vertices are (0,0),(1,0),(0,1), so the boundary has three line segments. **3. Check the result:** \[D=\{(x,y):x\ge0,\ y\ge0,\ x+y\le1\}\] The displayed calculation establishes the requested result. **Answer: A — Selected: A triangle.** A: **Correct:** The three constraints enclose a triangle. B: **Incorrect:** There is a slanted third side rather than two pairs of parallel sides. C: **Incorrect:** Only three boundary segments occur, not five. D: **Incorrect:** Only three boundary segments occur, not six.

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Question 16 NAT · 4.0 marks

Consider the following domain
Source diagram or notation
Suppose
Source diagram or notation
is a function defined by
Source diagram or notation
Based on the above data, answer the given subquestions.
What is the number of critical points inside the domain
Source diagram or notation
of
Source diagram or notation
? Write zero if there is no critical point.

Published solution

**1. Set up:** For f=x²-y, the gradient is (2x,-1). **2. Work through the reasoning:** It can never be the zero vector because its second component is always -1. The function is differentiable everywhere, so there are no nondifferentiable interior critical points either. Thus the number of critical points inside the triangular domain is 0. **3. Check the result:** \[\nabla f(x,y)=(2x,-1)\ne(0,0)\] Boundary extrema are considered separately. **Answer: 0.**

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Question 17 NAT · 6.0 marks

Consider the following domain
Source diagram or notation
Suppose
Source diagram or notation
is a function defined by
Source diagram or notation
Based on the above data, answer the given subquestions.
Find the absolute maximum of
Source diagram or notation
over the domain
Source diagram or notation
.

Published solution

**1. Set up:** The domain has 0<=x<=1 and y>=0. **2. Work through the reasoning:** Hence f=x²-y<=x²<=1. Equality is attained at (x,y)=(1,0), which lies on the domain boundary. Therefore the absolute maximum is 1. **3. Check the result:** \[x^2-y\le x^2\le1,\qquad f(1,0)=1\] The simple upper bound plus a feasible equality point proves global maximality without needing a lengthy boundary search. **Answer: 1.**

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Question 18 NAT · 4.0 marks

Source diagram or notation
Source diagram or notation
Let and . Based on the above data, answer the given subquestions.
Find the rank of
Source diagram or notation
.

Published solution

**1. Set up:** For A=[[2,-2,2],[2,-4,3],[5,3,1]], its rows satisfy 2R3=13R1-8R2, so rank is at most 2. **2. Work through the reasoning:** The upper-left 2×2 minor has determinant 2(-4)-2(-2)=-4≠0, so rank is at least 2. Combining the bounds gives rank(A)=2. **3. Check the result:** \[2R_3=13R_1-8R_2,\qquad\det\begin{bmatrix}2&-2\\2&-4\end{bmatrix}=-4\ne0\] Exhibiting one dependence alone would not exclude rank 1; the nonzero minor does. **Answer: 2.**

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Question 19 NAT · 4.0 marks

Source diagram or notation
Source diagram or notation
Let and . Based on the above data, answer the given subquestions.
Find the determinant of
Source diagram or notation
.

Published solution

**1. Set up:** Expand B=[[-1,0,2],[0,1,0],[3,0,7]] along its second row, which contains only one nonzero entry. det(B)=1×det([[-1,2],[3,7]])=(-1)7-2(3)=-13. **2. Work through the reasoning:** Its nonzero determinant means all three columns are independent. **3. Check the result:** \[\det B=\det\begin{bmatrix}-1&2\\3&7\end{bmatrix}=-7-6=-13\] The displayed calculation establishes the requested result. **Answer: -13.**

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Question 20 MSQ · 8.0 marks

Source diagram or notation
Source diagram or notation
Let and . Based on the above data, answer the given subquestions.
Choose all the correct options from the following:
6406536925328.Source diagram or notation
and
Source diagram or notation
are neither equivalent nor similar.
6406536925329.Source diagram or notation
has a unique solution but
Source diagram or notation
does not have a unique solution.
6406536925330.
The columns of
Source diagram or notation
are linearly dependent and the columns of
Source diagram or notation
are linearly independent.
6406536925331.
Let
Source diagram or notation
,
Source diagram or notation
and
Source diagram or notation
be the vectors representing the columns of
Source diagram or notation
. The vectors
Source diagram or notation
,
Source diagram or notation
and
Source diagram or notation
lie on the same plane.

Published solution

**1. Set up:** A has rank 2, while B has determinant -13 and rank 3. **2. Work through the reasoning:** Equivalent matrices must have the same rank, and similar matrices do too, so neither relationship holds. A's homogeneous system has nonzero solutions because its nullity is 1; B's has only the zero solution. A's columns are dependent, while B's span R³ and cannot all lie in a two-dimensional linear plane through the origin. **3. Check the result:** \[\operatorname{rank}A=2,\quad\operatorname{rank}B=3,\quad\dim\ker A=1,\quad\dim\ker B=0\] The course's coplanarity statement concerns column vectors' linear span; any three endpoints as affine points can of course lie in some affine plane. **Answer: A, C.** A: **Correct:** The unequal ranks rule out both equivalence and similarity. B: **Incorrect:** Reverses the homogeneous-solution comparison: B is invertible and A is not. C: **Correct:** Rank 2 gives dependence for A; nonzero determinant gives independence for B. D: **Incorrect:** B's three independent column vectors do not share one two-dimensional subspace through the origin.

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