[Udemy] A Beginner's Guide To Machine Learning with Unity [2018, ENG]

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Introduction
08:55
Introduction
Предварительный просмотр
02:30
What is Learning?
04:51
How to Study This Course
00:36
FAQs
00:57
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Genetic Algorithms
03:16:39
DNA Inspired Data Structures
Предварительный просмотр
05:06
Camouflage Training with Genetic Algorithms Part 1
17:08
Camouflage Training with Genetic Algorithms Part 2
18:33
Camouflage Challenge
03:18
Coding Movement with Genes Part 1
17:17
Coding Movement with Genes Part 2
17:00
Distance Challenge
01:30
Moving GAs with Senses Part 1
16:55
Moving GAs with Senses Part 2
19:47
Moving GAs with Senses Part 3
14:03
Maze Walking Challenge
17:56
Maze Walking Challenge Solution Part 2
11:49
Not So Flappy Birds Part 1
19:51
Not So Flappy Birds Part 2
16:23
Extra Readings
00:03
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Perceptrons: The making of a Neural Network
01:09:46
The Perceptron
Предварительный просмотр
09:30
Challenge
00:23
Programming and Training a Perceptron
19:34
Exercise 1
00:07
Exercise 2
00:13
Perceptron Classification
18:30
Perceptron Learning from Experience
15:29
Saving & Loading Perceptron Values
05:59
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Artificial Neural Networks
01:15:00
Introduction to Neural Networks
03:05
Programming An Artificial Neural Network Part 1
18:34
Programming An Artificial Neural Network Part 2
19:59
Programming An Artificial Neural Network Part 3
07:21
ANN FAQs
12:47
Working with Activation Functions
12:55
Challenge
00:07
Extra Readings
00:12
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Neural Networks in Practice
02:09:10
Developing a Neural Network that Plays Pong Part 1
17:48
Developing a Neural Network that Plays Pong Part 2
16:23
Developing a Neural Network that Plays Pong Part 3
05:15
Challenge
00:19
Gathering Training Data from the Player Part 1
19:36
Gathering Training Data from the Player Part 2
18:48
Training with Player Data Part 1
18:16
Training with Player Data Part 2
17:05
Training with Player Data Part 3
15:40
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Reinforcement Learning with the Q-Network
01:15:26
Reinforcement Learning and Q-Networks
13:52
Training a Neural Network with Q-Learning Part 1
Предварительный просмотр
19:17
Training a Neural Network with Q-Learning Part 2
20:00
Training a Neural Network with Q-Learning Part 3
11:25
Challenge
10:48
Extra Readings
00:04
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Unity's Machine Learning Agents and TensorFlow
02:51:30
Setting up TensorFlow - Starter Files
01:36
Setting up TensorFlow - Windows
05:33
Setting up TensorFlow - Mac
02:11
An Overview of ML-Agents
16:11
ML-Agent's FAQ
00:52
Creating an ML-Agent From Scratch Part 1
19:54
Creating an ML-Agent From Scratch Part 2
15:04
ML-Agents Cheat Sheet
03:21
An Avoiding ML-Agent Part 1
19:48
An Avoiding ML-Agent Part 2
15:51
Challenge
00:24
Top 10 Tips for Neural Network Best Practice
12:22
Environment Sensing ML-Agent
19:16
Rewards
5 вопросов
Goal Seeking Wall Jumping Part 1
19:07
Goal Seeking Wall Jumping Part 2
19:56
Extra Readings
00:03
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A Final Word
01:34
Thank you
01:34