Unity-ML-agents material
Unity_ml-agents補充資料
Author
- Z-hwA
影片支援(最好能看一看):
unity從零開始打基礎(學完你就能在Untiy隨心所欲了):
https://youtube.com/playlist?list=PL_Pb2I110MfGAsoqtDs8-6kEU55wU8CnE
基本架構(最重要，純英文):
How to use Machine Learning AI in Unity! (ML-Agents)
https://youtu.be/zPFU30tbyKs
Teach your AI! Imitation Learning with Unity ML-Agents!
https://youtu.be/supqT7kqpEI
額外補充AI知識(中文，AI訓練基本原理):
機器學習簡介:
https://learndigital.withgoogle.com/digitalgarage-tw/course/machine-learning-basics/module/141
鴻海基金會_認識AI:
https://youtu.be/dTwsC6x79iY
ASUS_AI邊緣運算:
https://youtu.be/SisTX-YG1ic
鴻海_基本神經網路架構:
https://youtu.be/3BmuZHmA9lE
人工智慧與深度學習:
https://youtu.be/QRUxDNToALs
文件支援(想要更進一步，那就來挑戰吧):
Unity關於ml_agents的文檔(核心中的核心，最硬的，全英文+專有名詞):
https://github.com/Unity-Technologies/ml-agents/tree/main/docs
Unity_Tensorboard用來記錄我們訓練數據的功能描述(全英文):
https://github.com/Unity-Technologies/ml-agents/blob/main/docs/Using-Tensorboard.md
熙陽官方ml-agents案例示範(全中文，部分官方文檔解釋，新手入門的好選擇):
https://www.cnblogs.com/gentlesunshine/p/12452360.html
https://www.cnblogs.com/gentlesunshine/p/12507677.html
https://www.cnblogs.com/gentlesunshine/p/12590516.html
https://www.cnblogs.com/gentlesunshine/p/12602404.html
https://www.cnblogs.com/gentlesunshine/p/12639136.html
https://www.cnblogs.com/gentlesunshine/p/12681019.html
https://www.cnblogs.com/gentlesunshine/p/12723175.html
https://www.cnblogs.com/gentlesunshine/p/12790103.html
https://www.cnblogs.com/gentlesunshine/p/12838969.html
https://www.cnblogs.com/gentlesunshine/p/13026842.html
參考資料:
(1) 賈森浩(2017)‧游戏人工智能中 A*算法的应用研究‧中國杭州:杭州電子科技大學。
(2) Jockey Ng (2019 年 2 月 20 日 ) ． 強 化 學 習 Reinforcement Learning ．取自 :
https://medium.com/@jockeyng/%E5%BC%B7%E5%8C%96%E5%AD%B8%E7%BF%92-
reinforcement-learning-487aef228c04。
(3) Arthur Juliani (201, March 15). ML-Agents Toolkit v0.3 Beta released: Imitation Learning,
feedback-driven features, and more. Unity Blog, from https://blogs.unity3d.com/2018/03/15/mlagents-v0-3-beta-released-imitation-learning-feedback-driven-features-andmore/?_ga=2.201113965.218827823.1616313306-576441710.1608305998
(4) Arthur Juliani (2017, December 8 ). Introducing ML-Agents Toolkit v0.2: Curriculum Learning,
new environments, and more. Unity Blog, from https://blogs.unity3d.com/2017/12/08/
introducing-ml-agents-v0-2-curriculum-learning-new-environments-andmore/?_ga=2.201113965.218827823.1616313306-576441710.1608305998
(5) Alessia Nigretti (2017, December 11). Using Machine Learning Agents Toolkit in a real game:
a beginner’s guide. Unity Blog, from https://blogs.unity3d.com/2017/12/11/using-machinelearning-agents-in-a-real-game-a-beginners-guide