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Neuroscience for machine learners

Week 0 - Introduction and motivation

Week 1 - Neurons

Week 2 - Synapses and networks

Week 3 - Brain structure

Week 4 - Learning rules

Week 5 - Spiking neural networks

Spiking is not differentiable Training SNNs with limited gradients Training SNNs with surrogate gradients 🏃 Exercises 📖 Reading material

Week 6 - Understanding neural networks

Week 7 - Various topics

Week 8 - Neuromorphic computing

Week 9 - Open issues

🏃 Exercises

Download the notebook

There is no intro video for these exercises.

Week 5 - Spiking neural networks

Training SNNs with surrogate gradients

Week 5 - Spiking neural networks

📖 Reading material