Pre-start

Is this bag--->

anyone's??

It was left in

here after

class on

Tuesday!

Announcements

  • I'm trying to rush things when we're still on track based on the schedule I'm following.
    • I'll go through intuition (and some of the derivation time permitting) for GHK, however, there is a video available for both intuition and derivation on Canvas, Piazza, course website, and here on these slides!

Neural Signal Processing & Machine Learning

ELEC/BIOE 548 | ELEC 483

Fall 2022

Episode 4: Cellular Neuroanatomy Pt. 3

GHK & Action Potentials!

1

Introduction. Class & brains

2

Fundamental neurobiology. How do neurons fire? How/what do we record?

3

Modeling spike trains. First bit of analysis work and understanding firing properties of neurons.

5

Classification. Making machines learn. Which direction is a monkey trying to reach? Bayesian decoding.

4

Point processes. Continued modeling work of neurons.

6

Clustering/Mixture models. Making machines learn some more. Spike sorting.

Bi-weekly Schedule

7

Continuous decoding. Kalman filters. Machines continue to learn.

8

Spectral analysis? LFP interpretation in spectral domain. But also kinda in clustering.

Neuroscience!

  • Introduction to Neuroscience

    • Ch 1: The brain and behavior

    • Ch 2: Nerve cells and behavior

  • How are neural signals  generated?

    • Ch 7: Membrane potential - Finish

    • Ch 9: Propagated Signaling: the action potential - Today

  • How do neurons communicate with each other? - Tues

    • Ch 10: Overview of synaptic transmission

    • Ch12: Synaptic integration

GHK

Action Potentials