Neuroscience and machine learning

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Neuroscience<==>

Machine Learning

Me

Neurons

Artificial Neuronsare simple...

https://blog.dbrgn.ch/2013/3/26/perceptrons-in-python/

Artificial Neuron

Real Neuronsare complex...

Real Neuron

Santiago Ramón y Cajal,

Dendrites

Cell Body

Refractory Period

channels

Figure 21-8, Lodish 4th Edition.

Ion Channels

Different Neuron Types

Gerstner et al. 2014

Spike Patterns

Artificial Neuron Real Neuron

Simple Complex

Deterministic Stochastic

Stateless Stateful

Time Invariant Time Sensitive

Artificial vs Real Neurons

?

Huebel & Wiesel

Dr. V. Aggarwal

Neural Networksbrain vs machine (learning)

Neural Network

Artificial Neural Network

Biological Problemsforward pass

Busbice et al. 2012

Connectome: C. elegans

Biological Problemsbackward pass

Lowery et al 2009

Back Propagation

Biological Problemslearnings

Butthere are similarities

Convolutional nets & Visual cortex

Le et al. 2012

High Level Concepts

Multimodal Embeddings

Weston et al.

Sharing is Caringneuroscience <==> ml

Hopfield Network

Ng et al. 07

Visual Receptive Fields

Neuromorphic Computing

The Brain vs Deep Learning Part I timdettmers.com

Readings

chausler@zendesk.com

zendesk.com/jobs

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