3.3. Neural Network Architectures

Try these first

1. 1.

   What is a Feedforward Neural Network?

   Hint

   Think about the direction of data flow.

2. 2.

   What is the primary use of Convolutional Neural Networks?

   Hint

   Consider where we see CNNs applied.

3. 3.

   What distinguishes a Feedforward Neural Network?

   • Data does not flow
   • Data flows in one direction
   • Data goes in circles

   Hint

   Think about the path of least resistance.

4. 4.

   True or False: Convolutional Neural Networks are best for sequential data.

   • True
   • False

   Hint

   Consider where CNNs excel.

5. 5.

   Design a multi-layered network architecture for a task requiring real-time speech recognition. Describe key components and their roles.

   Hint

   Focus on how layers interact with audio signals.

6. 6.

   Evaluate the impact of using GANs in art generation compared to traditional methods. Provide examples.

   Hint

   Think about the flexibility of training data.