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Previous year question hub

Calculus and Optimization - Data Science & Artificial Intelligence Previous Year Questions

Practice Calculus and Optimization - Data Science & Artificial Intelligence previous year questions organised from real papers, with year-wise coverage and clear topic navigation.

3Papers
3Years
12Questions
1Topics

Calculus and Optimization question pattern

Every graph below is calculated only from this selection.

Questions by year

Year-wise coverage for Calculus and Optimization. Each bar uses a separate theme-derived color.

Difficulty distribution

How the classified questions are distributed by difficulty.

Easy 6 50%
Medium 6 50%

Question type distribution

MCQ, numerical, multiple-select and other formats found in these papers.

MSQ 5 41.7%
Numerical Answer Type (NAT) 4 33.3%
MCQ 3 25%

Subject weightage

Top subjects by unique question coverage.

Data Science & Artificial Intelligence
12 Qs

Most asked topics

Top topics across the included previous year papers.

Calculus and Optimization
12 Qs

Subtopic coverage

Top subtopics inside this exact selection.

Single-variable Differential Calculus
12 Qs

Paper coverage

Question coverage for the most populated papers. Every active PYP paper remains listed below.

Data Science and Artificial Intelligence (DA) 2026
1 Qs
Data Science & Artificial Intelligence (DA) 2025
6 Qs
Data Science & Artificial Intelligence (DA) 2024
5 Qs

Browse by subtopics

Open a focused page built from the same verified paper data.

Included previous year papers

Newest papers appear first. Sort by year, question coverage or name.

PaperYear / sessionQuestions in this viewOpen
Data Science and Artificial Intelligence (DA) 202620261View paper
Data Science & Artificial Intelligence (DA) 202520256View paper
Data Science & Artificial Intelligence (DA) 202420245View paper

Sample previous year questions

A varied preview from the papers represented in this selection, with every available option.

1
2024 · Data Science & Artificial Intelligence · Calculus and Optimization · Single-variable Differential Calculus
Data Science & Artificial Intelligence (DA) 2024
For any twice differentiable function \( f: \mathbb{R} \to \mathbb{R} \), if at some \( x^* \in \mathbb{R} \), \( f'(x^*) = 0 \) and \( f''(x^*) > 0 \), then the function \( f \) necessarily has a ______ at \( x = x^* \).
Note: \( \mathbb{R} \) denotes the set of real numbers.
Open complete paper
2
2025 · Data Science & Artificial Intelligence · Calculus and Optimization · Single-variable Differential Calculus
Data Science & Artificial Intelligence (DA) 2025
Let \(f(x) = \frac{e^x - e^{-x}}{2}\), \(x \in \mathbb{R}\). Let \(f^{(k)}(a)\) denote the \(k^{th}\) derivative of \(f\) evaluated at \(a\). What is the value of \(f^{(10)}(0)\)? (Note: ! denotes factorial)
Open complete paper
3
2026 · Data Science & Artificial Intelligence · Calculus and Optimization · Single-variable Differential Calculus
Data Science and Artificial Intelligence (DA) 2026
Let \( f(x) = x^3 - 3x^2 + 2 \) be a function defined on \( (-1, 3] \).
Which of the following statements is/are correct?
Open complete paper
4
2024 · Data Science & Artificial Intelligence · Calculus and Optimization · Single-variable Differential Calculus
Data Science & Artificial Intelligence (DA) 2024
Let f: ℝ → ℝ be the function f(x) = 1 / (1 + e^{-x}).
The value of the derivative of f at x where f(x) = 0.4 is ______ (rounded off to two decimal places).
Note: ℝ denotes the set of real numbers.
Open complete paper
5
2025 · Data Science & Artificial Intelligence · Calculus and Optimization · Single-variable Differential Calculus
Data Science & Artificial Intelligence (DA) 2025
Consider two functions \(f : \mathbb{R} \to \mathbb{R}\) and \(g : \mathbb{R} \to (1, \infty)\). Both functions are differentiable at a point \(c\). Which of the following functions is/are ALWAYS differentiable at \(c\)? The symbol \(\cdot\) denotes product and the symbol \(\circ\) denotes composition of functions.
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6
2024 · Data Science & Artificial Intelligence · Calculus and Optimization · Single-variable Differential Calculus
Data Science & Artificial Intelligence (DA) 2024
Let \(f : \mathbb{R} \to \mathbb{R}\) be a function. Note: \(\mathbb{R}\) denotes the set of real numbers.
\(f(x) = \begin{cases} -x, & \text{if } x < -2 \\ ax^2 + bx + c, & \text{if } x \in [-2, 2] \\ x, & \text{if } x > 2 \end{cases}\)
Which ONE of the following choices gives the values of \(a, b, c\) that make the function \(f\) continuous and differentiable?
Open complete paper