Course Syllabus

Course Information：

Year-Semester	Course Number	Course Name	Phase	Credits	Hours	Required/Elective	Instructor	Class	Student NO.	Withdraw	Note
Spring Semester Year 2022	301362	Deep Learning	1	3.0	3	★	Peng-Chun Peng Kuan-Ting Lai	AI雙聯專班一	34	0	110碩一要修，3/6、3/27、4/9、4/23、5/7、5/22

Course Plan：

Instructor	Peng-Chun Peng
Email	pcpeng@ntut.edu.tw
Last Updated	2022-03-28 16:02:07
Course Objective	課程主要為介紹學術界最新的深度學習研究成果，教導學員使用Python深度學習套件，讓學員能將深度學習技術應用於各個不同的領域。課程內容包括：●車牌與門牌數字辨識 ●人臉辨識 ●1000種影像分類 ●辨識9000種物件 ●自動駕駛模擬 ●嵌入式深度學習演算法 空虛，寂寞，覺得冷？讓深度學習來幫助你 ●遞迴式神經網路 (RNN)：找不到人聊天？訓練自己的聊天機器人 ●對抗生成網路(GAN)：用 GAN 產生自己的夢中情人 ●深度強化學習(DRL)：訓練AI跟你一起玩遊戲 The goal of this course is to introduce latest deep learning researches and allow students to develop deep learning applications using Python library (TensorFlow & Keras). The content includes: ●Number recognition of License plate and Doorplate ●Face Recognition ●1000 Image Classification ●9000 Object Detection ●Autopilot simulation ●Embedded Deep Learning Algorithms ●Convolutional Neural Networks (CNN) ●Recurrent Neural Networks (RNN) ●Long-Short Term Memory (LSTM) ●Generative Adversarial Networks (GAN) ●Deep Reinforcement Learning
Course Schedule	1. Introduction to deep learning and latest applications 2. Applied math for deep learning 3. Neural network optimization 4. TensorFlow, Colab and Kaggle 5. Convolutional Neural Networks 6. Advanced Keras API 7. Natural Language Processing (NLP) & Word Embedding 8. Recurrent Neural Networks (RNNs) and Long Short-term Memory (LSTM) 9. Attention is all you need! 10. Transformer, BERT, and GPT3 11. Object detection and semantic segmentation 12. Generative Adversarial Networks (GANs)
Evaluation and grading policy	Homework 60% Final term 40%
Materials	All right reserved. Do not reproduce without permission. Foreign-language textbooks:Yes Francois Chollet, “Deep Learning with Python, 2nd Edition” Manning, 2021
The access to curricular consultation
The course corresponds to the SDGs
Note	本學期課程因應疫情警戒等級規劃上課方式原則如下，實際實施日期與上課方式，請依照學校網頁所公布之訊息為準： ※「一級」警戒：實體授課。 ※「三級」(含)以上警戒：課程全採遠距授課。 視訊通話連結：https://meet.google.com/ubc-yajx-fof ※「二級」警戒授課方式說明如下： ●上課方式：實體授課