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Introduction to the central concepts of machine learning, and how they can be applied in Python using the Scikit-learn Package. This lecture was part of the 2018 Neurohackademy, a 2-week hands-on summer institute in neuroimaging and data science held at the University of Washington eScience Institute.

Difficulty level: Intermediate
Duration: 2:22:28
Speaker: : Jake Vanderplas

This lecture provides an overview of depression (epidemiology and course of the disorder), clinical presentation, somatic co-morbidity, and treatment options.

Difficulty level: Beginner
Duration: 37:51

Part 1 of 2 of a tutorial on statistical models for neural data

Difficulty level: Beginner
Duration: 1:45:48
Speaker: : Jonathan Pillow

What is the difference between attention and consciousness? This lecture describes the scientific meaning of consciousness, journeys on the search for neural correlates of visual consciousness, and explores the possibility of consciousness in other beings and even non-biological structures.

Difficulty level: Beginner
Duration: 1:10:01
Speaker: : Christof Koch

The ionic basis of the action potential, including the Hodgkin Huxley model. 

Difficulty level: Beginner
Duration: 28:29
Speaker: : Carl Petersen

Introduction to the course Cellular Mechanisms of Brain Function.

Difficulty level: Beginner
Duration: 12:20
Speaker: : Carl Petersen

The ionic basis of the action potential, including the Hodgkin Huxley model. 

Difficulty level: Beginner
Duration: 28:29
Speaker: : Carl Petersen

Introduction to the course Cellular Mechanisms of Brain Function.

Difficulty level: Beginner
Duration: 12:20
Speaker: : Carl Petersen

The composition of the cell membrane.

Difficulty level: Beginner
Duration: 14:46
Speaker: : Carl Petersen

Spatiotemporal dynamics of the membrane potential.

Difficulty level: Beginner
Duration: 19:14
Speaker: : Carl Petersen

Action potential initiation and propagation.

Difficulty level: Beginner
Duration: 09:13
Speaker: : Carl Petersen

Synaptic transmission and neurotransmitters

Difficulty level: Beginner
Duration: 28:22
Speaker: : Carl Petersen

Neurotransmitter release in the presynaptic specialization.

Difficulty level: Beginner
Duration: 21:36
Speaker: : Carl Petersen

Presynaptic short-term dynamics and plasticity.

Difficulty level: Beginner
Duration: 20:26
Speaker: : Carl Petersen

Synaptic modulation through diffusing neurotransmitters.

Difficulty level: Beginner
Duration: 23:00
Speaker: : Carl Petersen

Investigating the structure of synapses with electron microscopy.

Difficulty level: Beginner
Duration: 28:23
Speaker: : Carl Petersen

Glutamatergic transmission.

Difficulty level: Beginner
Duration: 28:53
Speaker: : Carl Petersen

Glutamate release after an action potential. Resulting post-synaptic potentials in a biophysically realistic situation.

Difficulty level: Beginner
Duration: 29:35
Speaker: : Carl Petersen

Glutamatergic excitatory neuronal circuits.

Difficulty level: Beginner
Duration: 28:36
Speaker: : Carl Petersen

The mechanisms behind changes in synaptic function created by learning.

Difficulty level: Beginner
Duration: 27:07
Speaker: : Carl Petersen