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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the primary function of RNNs?
💡 Hint: Think about data where the order is important.
Question 2
Easy
Name one limitation of vanilla RNNs.
💡 Hint: What happens to information from the past in a long sequence?
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 main purpose of RNNs?
- To process static data
- To handle sequential data
- To reduce overfitting
- To increase dimensionality
💡 Hint: Think about data types that have an order.
Question 2
True or False: GRUs simplify the architecture of LSTMs by combining the input and forget gates.
- True
- False
💡 Hint: Consider how gates are structured in each type.
Solve 2 more questions and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Imagine you are training a vanilla RNN to perform sentiment analysis on movie reviews. Explain how the challenges of vanishing gradients might affect your model's performance.
💡 Hint: Think about how the structure of RNNs processes inputs over sequences.
Question 2
Design a scenario where using a GRU would be more beneficial than using an LSTM. Provide reasoning for your choice.
💡 Hint: Consider how resource constraints can impact model choice.
Challenge and get performance evaluation