Practice Long Short-term Memory (lstm) Networks (13.1.2) - Advanced ML Topics & Ethical Considerations (Weeks 13)
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Long Short-Term Memory (LSTM) Networks

Practice - Long Short-Term Memory (LSTM) Networks

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does LSTM stand for?

💡 Hint: Think of the full name of this advanced neural network.

Question 2 Easy

What is one problem that LSTMs solve that traditional RNNs struggle with?

💡 Hint: Consider the learning efficiency of the network over time steps.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the primary function of a Forget Gate in an LSTM?

To add new information
To decide what to output
To discard unneeded information

💡 Hint: Think about how an LSTM handles data to maintain efficiency.

Question 2

LSTMs are widely used in which field?

Image Recognition
Natural Language Processing
Recommender Systems

💡 Hint: Consider what types of data require understanding sequence.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Design a simple LSTM architecture suitable for a sequence-to-sequence task. Explain how each gate functions in this task.

💡 Hint: Consider how each gate can enhance or streamline sequential information processing.

Challenge 2 Hard

Critically analyze a case study where LSTMs improved results in a NLP task. What specific aspect of LSTMs contributed to this improvement?

💡 Hint: Think about how context and memory play a crucial role in understanding sentiments.

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Reference links

Supplementary resources to enhance your learning experience.