5569 - 深度與強化學習
Deep and Reinforcement Learning
教育目標 Course Target
The course objectives are to introduce concepts and approaches of deep learning as well as the related applications about engineering. We expect that students can further apply the approaches introduced in the courses into their study and future works.
The course objectives are to introduce concepts and approaches of deep learning as well as the related applications about engineering. We expect that students can further apply the approaches introduced in the courses into their study and future works.
參考書目 Reference Books
Zhang, A., Lipton, Z. C., Li, M., & Smola, A. J. (2023). Dive into deep learning. Cambridge University Press.
深度學習詳解 referred to https://github.com/datawhalechina/leedl-tutorial and Prof. Hung-yi Lee at Taiwan University
Pytorch實用教程 referred to https://github.com/TingsongYu/PyTorch-Tutorial-2nd
Selected papers from Journals and arXiv
Zhang, A., Lipton, Z. C., Li, M., & Smola, A. J. (2023). Dive into deep learning. Cambridge University Press.
Detailed learning detailed explanation referred to https://github.com/datawhalechina/leedl-tutorial and Prof. Hung-yi Lee at Taiwan University
Pytorch practical tutorial referred to https://github.com/TingsongYu/PyTorch-Tutorial-2nd
Selected papers from Journals and arXiv
評分方式 Grading
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授課大綱 Course Plan
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相似課程 Related Courses
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課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 5569
- 學分 Credit: 0-3
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上課時間 Course Time:Tuesday/6,7,8[IEⅡ102]
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授課教師 Teacher:黃鼎翔
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修課班級 Class:工工碩博1,2
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選課備註 Memo:GE7107
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