6.2.1. Spiking Neural Networks (SNNs)

Try these first

1. 1.

   What is a Spiking Neural Network?

   Hint

   Think about how neurons in the brain communicate.

2. 2.

   What is meant by the term 'threshold' in SNNs?

   Hint

   Consider what triggers a neuron to send a spike.

3. 3.

   What is the main method of communication in Spiking Neural Networks?

   • Continuous values
   • Discreet spikes
   • Analog signals

   Hint

   Think about how biological neurons signal each other.

4. 4.

   True or False: SNNs are less efficient than traditional neural networks.

   • True
   • False

   Hint

   Consider the method of spike-based communication.

5. 5.

   Design a simple spiking model for a robotic hand that reacts to touch. Discuss how you would implement spikes and thresholds.

   Hint

   Think about how you would want the hand to react to different pressures.

6. 6.

   Summarize the potential limitations of SNNs in comparison to traditional neural networks in non-time-critical applications.

   Hint

   Consider the trade-offs of speed versus efficiency.