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A Beginner's Guide To Machine Learning with Unity
Год выпуска: 2018
Производитель: Udemy
Сайт производителя: https://www.udemy.com/machine-learning-with-unity/
Автор: Penny de Byl
Продолжительность: 12 ч
Тип раздаваемого материала: Видеоурок
Язык: Английский
Описание:
What if you could build a character that could learn while it played? Think about the types of game play you could develop where the enemies started to outsmart the player. This is what machine learning in games is all about. In this course we will discover the fascinating world of artificial intelligence beyond the simple stuff and examine the increasingly popular domain of machines that learn to think for themselves.
UPD 11.03.2018: Залил полную версию курса. Пожалуйста, перекачайте торрент.

Содержание


Introduction
08:55
Introduction
Предварительный просмотр
02:30
What is Learning?
04:51
How to Study This Course
00:36
FAQs
00:57

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

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

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

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

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

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

A Final Word
01:34
Thank you
01:34
Файлы примеров: присутствуют
Формат видео: MP4
Видео: H264-AVC, 1280x720, 30fps, 686 kbps
Аудио: AAC, 41000, Stereo, 109 kbps

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