Course modules

Artificial Intelligence - How do deep neural networks learn

Artificial Intelligence - How do deep neural networks learn Artificial Intelligence - How do deep neural networks learn

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Introduction Introduction 1

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Table of Contents Table of Contents 2

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About Computer Science at University of Liverpool About Computer Science at University of Liverpool 3

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What is Artificial Intelligence What is Artificial Intelligence 4

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Part 1 – Classification Part 1 – Classification 5

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Supervised learning for classification Supervised learning for classification 6

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Aliens!! Aliens!! 7

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Phase 1: Training Phase 1: Training 8

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Phase 2: Testing & Refinement Phase 2: Testing & Refinement 9

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Phase 3: Evaluation Phase 3: Evaluation 10

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Can the machine beat you? Can the machine beat you? 11

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Part 2 – Neural Networks Part 2 – Neural Networks 12

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Background from neuroscience Background from neuroscience 13

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Tensorflow Playground Tensorflow Playground 14

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Activity 1: A single neuron Activity 1: A single neuron 15

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Activity 2: Chaining neurons Activity 2: Chaining neurons 16

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Activity 3: Gradient descent Activity 3: Gradient descent 17

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Context Context 18

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Part 3 – Neural Networks in Python Part 3 – Neural Networks in Python 19

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Python in 10 minutes Python in 10 minutes 20

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