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The [course_title] course teaches the mathematical concepts for understanding nonlinearity and feedback in neural networks. The course focuses the organisation of the synaptic connectivity of the brain through the explanation from both neurobiology and computer science. You will learn Perceptrons and dynamical theories of recurrent networks including amplifiers, attractors, and hybrid computation. Other topics covered in the course are backpropagation and Hebbian learning, pattern recognition, models of perception, motor control, memory, and neural development.

Assessment

This course does not involve any written exams. Students need to answer 5 assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Each answer need to be 200 words (1 Page). Once the answers are submitted, the tutor will check and assess the work.

Certification

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Course Credit:  MIT

Course Curriculum

lec1 From Spikes to Rates 00:30:00
lec2 Lateral Inhibition and Feature Selectivity Part 1 00:20:00
lec2 Lateral Inhibition and Feature Selectivity Part 2 00:25:00
lec2 Lateral Inhibition and Feature Selectivity Part 3 00:10:00
lec3 Hamiltonian Dynamics 00:20:00
lec4 Antisymmetric Networks 00:20:00
lec5 Excitatory-Inhibitory Networks 00:40:00
lec6 VQ Part 1 00:40:00
lec6 VQ Part 2 00:45:00
lec7 Delta Rule 00:35:00
lec8 backprop Part 2 00:35:00
lec8 Conditioning Part 1 00:30:00
lec9 More Backpropagation 00:40:00
Assessment
Submit Your Assignment 00:00:00
Certification 00:00:00

Course Reviews

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