Machine Learning: Snake game with AI

Categories: Gen I : Machine Learning

About Course

เรามาเรียนรู้ Machine Learning ด้วยการสร้างเกมส์งู กินผลไม้ และสอนให้ AI เรียนรู้การเล่นเกมส์นี้เอง

Course Content

Tutorial Part 1 : Create Snake Game

1 install Anaconda

09:12
2 setup environment

05:18
3 start coding

08:11
4 create functions

07:20
5 Initialize display

08:21
6 Place the food

06:25
7 Place food function

11:28
8 update UI and score

08:09
9 Draw Food

08:08
10 collect user input

06:10
11 Function move

04:48
12. Collision Function

09:51
13 Place a new food

09:08

Tutorial Part 2 : Machine Learning

14 Create reset function

08:27
15 adjust play Step function

07:15
16 is collision function

06:11
17 using numpy

07:55
18 test the game

05:30
19 create class agent

05:03
20 init function

06:07
21 function train

08:48
22 get state function

16:42
23 Remember function

08:48
24 get action function

07:11
25 implement model, trainer, plotting

06:15
26 save function

06:25
27 Train step function

07:11
28 Train step function 2

06:26
29 predicted q value

07:12
30 calculate the loss

07:10
31 plot and append score

09:59

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