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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is a Linear Kernel?
π‘ Hint: Think about the simplest form of relationship.
Question 2
Easy
Describe the Polynomial Kernel in simple terms.
π‘ Hint: Remember the role of degree 'd'.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the formula for the Polynomial Kernel?
- K(x,xβ²) = xTxβ²
- K(x,xβ²) = (xTxβ² + c)d
- K(x,xβ²) = exp(ββ₯xβxβ²β₯Β² / 2ΟΒ²)
π‘ Hint: Think about how polynomial equations work.
Question 2
True or False: The RBF Kernel can only model linear relationships.
- True
- False
π‘ Hint: Consider its flexibility in high-dimensional spaces.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design a classification problem where you choose between using a Linear Kernel and an RBF Kernel. Explain your choice and the expected outcomes.
π‘ Hint: Consider characteristics of your datasets.
Question 2
You are given a dataset that is highly dimensional and sparse. Discuss which kernel would perform best and why, also mention any risks involved.
π‘ Hint: Reflect on data sparsity effects on kernels.
Challenge and get performance evaluation