📚 Learning Guide
Network Depth Importance
easy

If the effectiveness of a deep neural network in image classification is compared to a chef refining their recipe, then the relationship between the number of layers in the neural network and the quality of the dish can be summarized as: A:B :: C:?

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Choose the Best Answer

A

A chef with only basic ingredients: A dish that lacks flavor

B

A chef with many ingredients: A dish that may become overly complicated

C

A chef who practices often: A dish that improves with experience

D

A chef with a simple recipe: A dish that is always successful

Understanding the Answer

Let's break down why this is correct

Answer

The analogy says that the more layers a neural network has, the better the image‑classification performance, just as a chef who adds more steps to a recipe can improve the final dish. In this comparison, the “number of layers” is the first part of the pair (A), and the “quality of the dish” is the second part (B). The same relationship can be applied to another cooking element: the amount of seasoning (C) leads to the taste of the dish (? ). Thus the analogy reads: number of layers : dish quality :: amount of seasoning : taste.

Detailed Explanation

A deeper neural network learns more detailed patterns, just as a chef who practices improves taste. Other options are incorrect because The idea that only basic ingredients make a dish bad ignores the chef’s skill; Adding many ingredients does not automatically ruin a dish.

Key Concepts

Network Depth in Neural Networks
Image Classification Performance
Feature Learning
Topic

Network Depth Importance

Difficulty

easy level question

Cognitive Level

understand

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