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.

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