1.認知面:本課程教導學生理解深度學習基本原理。
2.技能面:學生可以用深度學習來解決實際的資料問題。
3.情意面:用深度學習研究最新的人工智慧應用。
教師簡介
Prof. Chu is currently an associate professor in the Department of Information Engineering and Ph.D. in Artificial Intelligence at Asia University. He has many years of experience in AI teaching and industry-university cooperation.
His main research fields are Artificial Intelligence, Machine Learning and Deep Learning, Medical informatics and Genomics.
單元 1:Introduction to Deep Learning
單元 2:Numpy quick tutorial
單元 3:Image and Vision basics
單元 4:TensorFlow tutorial
單元 5:Midterm
單元 6:PyTorch tutorial
單元 7:Introduction to AOI
單元 8:Introduction to Object detection
單元 9:Introductio to NLP(Natural Language Processing)
單元 10:Final exam
(1) Basic Feed-forward to CNN/RNN and other neural network architectures, as well as the use of different neural network layers.
(2) The calculation and principles of loss function, optimization function, back-propagation algorithm, etc.
(3) Deep learning methods for image and video processing.
(4) Deep learning methods for natural language processing.
(5) The input and output formats of the deep learning models.
平時測驗:佔總成績 30%
期中考:佔總成績 30%
期末考:佔總成績 40%
具備基本網頁流覽及圖片格式之相關知識即可,適合所有對AI有興趣的學習者修習。
本課程證書費用:250元
如何申請電子版證書?
1.點選右上方的「小白人」。
2.點選「證書下載」。
3.畫面即會轉到申請證書系統中,請點選「我要申請證書」。
4.點選「我要搜尋」開始申請證書。
5.ewant平台僅提供電子版證書,確認繳費成功後,請點選「我已申請的證書」,再點選「我要搜尋」下載您申請的證書電子檔。
詳細證書下載流程說明請點這裡