Practice Key Concepts (10.1.1) - Introduction to Neural Networks - CBSE 12 AI (Artificial Intelligence)
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Key Concepts

Practice - Key Concepts

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is a neuron in a neural network?

💡 Hint: Think about the role of neurons in the brain.

Question 2 Easy

Define weights in the context of neural networks.

💡 Hint: Consider how they influence neuron outputs.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does a neuron in a neural network do?

Processes data
Stores data
Doubles data

💡 Hint: Think about how neurons in our brain work.

Question 2

True or False: Weights are important because they indicate the strength of connections between neurons.

True
False

💡 Hint: Consider their role in decision-making.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Consider a neural network where a neuron has three inputs with weights of 0.2, 0.5, and 0.3 respectively. If the corresponding inputs are 1, 2, and 3, calculate the output of the neuron if the bias is 0.1 and the activation function is a sigmoid.

💡 Hint: First find the weighted sum, then apply the sigmoid function.

Challenge 2 Hard

Explain how altering the weights of a neuron might impact its output during the training of a neural network. Provide an example.

💡 Hint: Think about how changing the importance of inputs affects the overall decision-making process.

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