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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What libraries do we import in TensorFlow for building MLPs?
π‘ Hint: Think about the components used in model building.
Question 2
Easy
What does Dense
refer to in Keras?
π‘ Hint: Consider how neurons are structured within a layer.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is Keras?
π‘ Hint: It is commonly used with TensorFlow.
Question 2
True or False: An epoch is a single pass through the training data.
π‘ Hint: Consider how many times the model sees the data.
Solve 2 more questions and get performance evaluation
Push your limits with challenges.
Question 1
Describe a situation where you would prefer using Keras's Functional API over the Sequential API. What advantages does it offer?
π‘ Hint: Think about scenarios that involve branching or merging models.
Question 2
Given a dataset with both structured and unstructured data, outline the steps you would take to prepare, build, and train a MLP model using TensorFlow/Keras.
π‘ Hint: Consider how mixed data types might influence feature engineering.
Challenge and get performance evaluation