# Awesome CGU CS/AI
<center>
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</center><br>
[![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![license](https://img.shields.io/pypi/l/ansicolortags.svg)](LICENSE) [![Release](https://img.shields.io/github/v/release/jacksonchen1998/Awesome-CGU-CS)](https://github.com/jacksonchen1998/Awesome-CGU-CS/releases/)
資訊工程課表參考來源: [長庚大學資訊工程學系大學部必選修科目表 (111學年度入學學生適用)](https://freshman.cgu.edu.tw/var/file/46/1046/img/2812/2D00.pdf)
人工智慧課表參考來源: [長庚大學人工智慧學系大學部必選修科目表 (112學年度入學學生適用)](https://ai.cgu.edu.tw/var/file/59/1059/img/2572/482012488.pdf)
- [CS必修課程](#CS必修課程)
- [大一](#CS_大一必修)
- [大二](#CS_大二必修)
- [大三](#CS_大三必修)
- [CS選修課程](#CS選修課程)
- [大二](#CS_大二選修)
- [大三](#CS_大三選修)
- [大四](#CS_大四選修)
- [AI必修課程](#AI必修課程)
- [大一](#AI_大一必修)
- [大二](#AI_大二必修)
- [大三](#AI_大三必修)
- [大四](#AI_大四必修)
- [AI選修課程](#AI選修課程)
- [大二](#AI_大二選修)
- [大三](#AI_大三選修)
- [大四](#AI_大四選修)
- [Resource](#Resource)
## CS必修課程
### CS_大一必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大一上下
</td>
<td>
微積分
</td>
<td>
<a href="https://www.academia.edu/44954795/Calculus_Early_Transcendentals_by_William_Briggs_Lyle_Cochran_Bernard_Gillett_Eric_Schulz">Calculus (3 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://youtu.be/r4eMzMBEvP8">NYCU 微積分(一)</a>
</li>
<li>
<a href="https://youtu.be/C90Q29DKh_Q">NYCU 微積分(二)</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上下
</td>
<td>
計算機概論
</td>
<td>
<a href="https://www.tenlong.com.tw/products/9781473751040">Foundations of Computer Science, 4/e</a>
</td>
<td>
<ul>
<li>
<a href="https://youtu.be/EDYjPpn1OmE">NTU 計算機概論</a>
</li>
<li>
<a href="https://youtu.be/nykOeWgQcHM">MIT 6.0001 Introduction to Computer Science and Programming in Python</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一下
</td>
<td>
離散數學
</td>
<td>
<a href="https://www.academia.edu/33603787/Discrete_and_Combinatorial_Mathematics_5th_ed_R_Grimaldi">Discrete and Combinatorial Mathematics 5th ed</a>
</td>
<td>
<ul>
<li>
<a href="https://ocw.nthu.edu.tw/ocw/index.php?page=course&cid=129">NTHU 離散數學</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上下
</td>
<td>
普通物理
</td>
<td>
<a href="https://archive.org/details/universityphysic0000baue_z8n6">University physics with modern physics</a>
</td>
<td>
<ul>
<li>
<a href="https://ocw.mit.edu/courses/8-012-physics-i-classical-mechanics-fall-2008/">MIT Physics</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一下
</td>
<td>
數位電路
</td>
<td>
<a href="https://wp.kntu.ac.ir/dfard/ebook/lc_ds1/M.%20Morris%20R.%20Mano,%20Charles%20R.%20Kime,%20Tom%20Martin%20-%20Logic%20and%20computer%20design%20fundamentals-Prentice%20Hall%20(2015).pdf">Logic and Computer Design Fundamental 5th Edition</a>
</td>
<td>
<ul>
<li>
<a href="https://youtu.be/jB5jShUS6mg">NYCU 數位電路</a>
</li>
<li>
<a href="https://youtu.be/fW6xAPTOMm0">NTHU 數位電路</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上
</td>
<td>
人工智慧概論
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=XYGhcLMZCOI&list=PLYgGtiVoYLPcLDi-vW02DnSqmD6e6m6lL">NYCU 人工智慧概論</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=71xQxktmm9U&list=PL3S3ZnDPwJ-Oig3n-pylzPCFaDpZwkOxG">NTUT 人工智慧概論</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=LucW-p6zC5c&list=PLBw9d_OueVJS_084gYQexJ38LC2LEhpR4">CS50's Introduction to Artificial Intelligence with Python</a>
</li>
</ul>
</td>
</tr>
</table>
### CS_大二必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大二上
</td>
<td>
工程數學
</td>
<td>
<a href="https://elasticbeanstalk-us-east-2-344375731421.s3.us-east-2.amazonaws.com/StudyChat/Dennis-G.-Zill-Advanced-Engineering-Mathematics-2016-Jones-Bartlett.pdf">Advanced Engineering Mathematics (6th edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=E393hc0u-no&list=PLj6E8qlqmkFu3wpBlB8RN1guTMNxh-V3N">NYCU 工程數學(一)</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=yoYyh7U5XOc&list=PLj6E8qlqmkFvB_HrJqKlr3dlp7lUE9WVM">NYCU 工程數學(二)</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二上
</td>
<td>
資料結構與演算法(1)
</td>
<td>
<a href="https://www.tenlong.com.tw/products/9780929306377">Fundamentals of Data Structures in C++, 2/e</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=b8wr9AUPDMM&list=PLs81hTyfCaoXSa8NVmVy7IZVzJLpNhglk">中山 資料結構</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二上
</td>
<td>
計算機組織
</td>
<td>
<a href="https://wp.kntu.ac.ir/dfard/ebook/lc_ds1/M.%20Morris%20R.%20Mano,%20Charles%20R.%20Kime,%20Tom%20Martin%20-%20Logic%20and%20computer%20design%20fundamentals-Prentice%20Hall%20(2015).pdf">Logic and Computer Design Fundamental 5th Edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=1GpVRG9Yb1Y&list=PLylnxZnYW9LbVL5HnYwo7VLmlkhM7lTey">雲科大 計算機組織</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二上
</td>
<td>
線性代數
</td>
<td>
<a href="https://www.academia.edu/43768906/Elementary_Linear_Algebra_8e_PDF">Elementary Linear Algebra 8e</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=IG-EQUIk7P0&list=PLcCssb7oxfAsRFq8V8hDxB4oxCXSjl5Om">NTU 線性代數</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=QVKj3LADCnA&list=PL49CF3715CB9EF31D">MIT 18.06 Linear Algebra</a>
</li>
<li>
<a href="https://www.youtube.com/playlist?list=PL2QY0xcsWhz6ghPUixeNQm47xapSKw4SM">3Blue1Brown</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
系統程式
</td>
<td>
<a href="https://pdfroom.com/books/system-software-an-introduction-to-systems-programming/kLg8p937gZB">System Software: An Introduction To Systems Programming</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=eKV3O0h8Xfc&list=PLQn99bzkJv9yADHZxIgd9BObHUPRWWsSC">CCU 系統程式</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=lq0LkZBcxSg&list=PLpXfHEl2fzl7l_HzsSzWLo06MKD4Dyvvb">金門大學 系統程式</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
資料結構與演算法(2)
</td>
<td>
<a href="https://drive.google.com/file/d/17z2TCKxhgLIMJIy6oz5y58FqwjdM5uJD/view?usp=sharing">Introduction to Algorithm (3 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=ZA-tUyM_y7s&list=PLUl4u3cNGP63EdVPNLG3ToM6LaEUuStEY">MIT 6.006 Introduction to Algorithms</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=0IAPZzGSbME&list=PLDN4rrl48XKpZkf03iYFl-O29szjTrs_O">Youtube Channel "Abdul Bari"</a>
</li>
<li>
<a href="https://walkccc.me/CLRS/">Solutions to Introduction to Algorithms Third Edition</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
機率與統計
</td>
<td>
<a href="https://www.academia.edu/48950313/Probability_and_Statistics_for_Engineers_and_Scientist_9th_Edition_by_Walpole_Mayers_Ye_">Probability and Statistics for Engineers and Scientist - 9th</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=5z4xyWutzmg&list=PL7ysrfH_Y7lN_aWSUl6fFIVGWcjB4bALp">STAT 3000--Statistics for Engineers and Scientists</a>
</li>
</ul>
</td>
</tr>
</table>
### CS_大三必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大三上
</td>
<td>
計算機架構
</td>
<td>
<a href="https://drive.google.com/file/d/1NK9FF2ppGraQ29UHAqNaJePe85z_e3KI/view?usp=sharing">Computer Organization abd Design (5 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/playlist?list=PLS0SUwlYe8cwYJ_MOylv8zOfybgKRmAyi">NTHU 計算機架構</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
微算機實驗
</td>
<td>
<a href="https://www.tenlong.com.tw/products/9789572167724">單晶片微電腦 8051/8951 原理與應用 (7 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=Hv_BzQZI5BI&list=PLI6pJZaOCtF0DBjbueOO6Kh8HOiJwImjn">台達磨課師 微算機原理及應用</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
作業系統
</td>
<td>
<a href="https://drive.google.com/file/d/1n0SbA1I3EqJTBykhdwMiSMxSMgnv_89t/view?usp=sharing">Operating System Concept (10th edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/playlist?list=PL9jciz8qz_zyO55qECi2PD3k6lgxluYEV">NTHU 作業系統</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
軟體工程
</td>
<td>
<a href="https://drive.google.com/file/d/0B4FvADGfA7T8S3lCNE1IZlpQc1E/view?resourcekey=0-O9gbq1v6Nhr4ZisAbOJ_hg">Roger Pressman,Software Engineering, A Practioner's Approach (7th edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=nFPuGm0kihs&list=PLmFShmJuCYrvKlrTCDuQx6BzGHELNkJNh">屏大 軟體工程</a>
</li>
<li>
<a href="http://www.javier8a.com/itc/bd1/articulo.pdf">Design Patterns's Book</a>
</li>
<li>
<a href="https://thixalongmy.haugiang.gov.vn/media/1175/clean_code.pdf">Clean code's book</a>
</li>
<li>
<a href="https://medium.com/%E6%89%8B%E5%AF%AB%E7%AD%86%E8%A8%98/clean-code-index-51e209cc47db">Clean code's Medium blog</a>
</li>
<li>
<a href="https://ithelp.ithome.com.tw/articles/10264853">Clean code's iThome blog</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=v9ejT8FO-7I&list=PLrhzvIcii6GNjpARdnO4ueTUAVR9eMBpc">Design Patterns YT</a>
</li>
<li>
<a href="https://github.com/atinfo/awesome-test-automation">軟體測試 Github</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
計算機網路
</td>
<td>
<a href="https://drive.google.com/file/d/1QQmkcDU-yv2qYtvlHqat_rVUmwBXw84A/view?usp=sharing">Computer Networking (7 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=8HoeJ3JleQg&list=PLS0SUwlYe8cwqVK1W3cs5zrdChpWA1ooB">NTHU 計算機網路</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上下
</td>
<td>
軟硬體專題
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://ithelp.ithome.com.tw/articles/10310888">資工專題是什麼 ?</a>
</li>
</ul>
</td>
</tr>
</table>
## CS選修課程
### CS_大二選修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大二下
</td>
<td>
訊號與系統
</td>
<td>
<a href="https://github.com/AllenDowney/ThinkDSP">Think DSP: Digital Signal Processing in Python</a>
</td>
<td>
<ul>
<li>
<a href="https://github.com/AllenDowney/ThinkDSP">Github Repository</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=lSqQ4peM-Ac&list=PLj6E8qlqmkFuHIK3xM0-OAlMF7N1ta-b7">NYCU 訊號與系統</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=KqweFuHcSVc&list=PLX6FA3vfNTfChkbNQGxVPrIsvkC_DwNV6">NTUST 訊號與系統</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
資料庫系統設計
</td>
<td>
<a href="https://www.books.com.tw/products/0010532852">資料庫系統理論與應用 (6 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=EK7YREGEZKI&list=PLWCTS9kq2MwQCBQ7ZLRrF9_iokAVj78Tu">資料庫系統概論</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
網頁程式設計
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=FN9Tu3AZyAw&list=PLQO3j7_MCVJap-c4JMc7Fax0GS_OdHIXD">HTML 網頁程式設計入門</a>
</li>
<li>
<a href="https://ithelp.ithome.com.tw/users/20111948/ironman/1776">從0開始的網頁生活</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=ZZJT5uskuvI&list=PLYQSCk-qyTW37zDPzcAyzCsnypFQrhUcq">Frontend Web Development for Beginners</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二暑期
</td>
<td>
智慧感測與識別
</td>
<td>
CGU E-learning
</td>
<td>
<ul>
<li>
<a href="https://www.is.cgu.edu.tw/portal/DesktopModules/Course/CourseInfo.aspx?SID=50903&CID=IT2022">CGU 課程介紹</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二暑期
</td>
<td>
大數據應用
</td>
<td>
CGU E-learning
</td>
<td>
<ul>
<li>
<a href="https://www.is.cgu.edu.tw/portal/DesktopModules/Course/CourseInfo.aspx?SID=50904&CID=IT2024">CGU 課程介紹</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=rsOSrEbK7sU&list=PLLa_h7BriLH2UYJIO9oDoP3W-b6gQeA12">Big Data Engineering Road Map</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二暑期
</td>
<td>
人工智慧應用於工業4.0
</td>
<td>
CGU E-learning
</td>
<td>
<ul>
<li>
<a href="https://www.is.cgu.edu.tw/portal/DesktopModules/Course/CourseInfo.aspx?SID=58064&CID=IT2026">CGU 課程介紹</a>
</li>
</ul>
</td>
</tr>
</table>
### CS_大三選修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大三上
</td>
<td>
Unix 程式設計
</td>
<td>
<a href="https://www.academia.edu/39260282/Advanced_Programming_in_the_UNIX_Environment_3rd_Edition">Advanced Programming in the UNIX Environment, 3rd Edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=BsB9Cg6yJc4">Advanced Programming in the UNIX Environment</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
物件導向軟體設計
</td>
<td>
<a href="https://vdoc.pub/documents/sams-teach-yourself-uml-in-24-hours-upqcihlbhp00">Sams Teach Yourself Uml In 24 Hours</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=5G4gPW8HxAc&list=PLj6E8qlqmkFtJIl6apB-V_7i1c3eqLjgf">NYCU 物件導向程式設計</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=IjmyanIQHnQ&list=PLnKth7bLoeC4llLBt1p_Sy0BzlMEHqnwZ">NYCU 物件導向的基本觀念</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=KkMDCCdjyW8&list=PL47E7E3E9C3580684">Stanford Programming Methodology</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
作業系統實務
</td>
<td>
<a href="https://drive.google.com/file/d/1n0SbA1I3EqJTBykhdwMiSMxSMgnv_89t/view?usp=sharing">Operating System Concept (10th edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=NoGcnqDriHg&list=PLdrYbn8q6soPZ8jcKZ9uZCC5LEfhhFMW9">Unix/Linux 作業系統實務</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
平行程式設計
</td>
<td>
<a href="https://webpages.charlotte.edu/abw/parallel/par_prog/PPBook.pdf">Parallel Programming: Techniques and Applications Using Networked Workstations and Parallel Computers (2nd edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=t_q0Tajpyso&list=PLS0SUwlYe8cxqw70UHOE5n4Lm-mXFXbZT">NTHU 平行程式</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
編譯器設計
</td>
<td>
<a href="https://suif.stanford.edu/dragonbook/">Compilers: Principles, Techniques, and Tools</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=5ZmFlxrNaN8&list=PLBlnK6fEyqRjT3oJxFXRgjPNzeS-LFY-q">Introduction to Compiler Design</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
通訊系統
</td>
<td>
<a href="https://docs.google.com/file/d/0B2xtAGmXggYSeUw3RHhRUko0Y00/preview?resourcekey=0-J-Zn5LHfvKHNp3tK33AwZw">Data Communications and Networking, 4th edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=bR3l1L1oCb0&list=PL9P1J9q3_9fNXTTpJ1TM0gJDdjM9HBGxN">Data Communications and Networking</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
計算機圖學
</td>
<td>
<a href="https://archive.org/details/interactive-computer-graphics-a-top-down-approach-6e">Interactive Computer Graphics A Top Down Approach 6e</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=xuaUNvt5kYM&list=PL5pmqrBZBlZIZ30IHc6ANpvBmpVXYr-V4">銘傳大學 電腦圖學</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
多媒體資訊概論
</td>
<td>
<a href="https://www.academia.edu/14891886/Principles_of_Multimedia_2e_2012_">Principles of Multimedia, 2e</a>
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
生物統計
</td>
<td>
<a href="https://vdoc.pub/download/principles-of-biostatistics-328h67utpk20">Principles Of Biostatistics</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=RFx7tZAJ4P0&list=PLCX-BLZ1hDpBuOGzHxM9Cq5UT3EfWmD7d">NTU 生物統計學</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=eNI6LAjPC7Q&list=PLuz2BOX_eyHGm8F0Dx7k60lUwvgVf7Mnd">NSYSU 生物統計學</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
人工智慧
</td>
<td>
<a href="https://artint.info/2e/html/ArtInt2e.html">Artificial Intelligence: Foundations of Computational Agents</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=TjZBTDzGeGg&list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi">MIT Artificial Intelligence</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=cd69ur6SIgA&list=PLOAQYZPRn2V7kbkCFF6zqJHgQ0FrQlP54">NTU 人工智慧導論</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
網路應用軟體設計
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三暑期
</td>
<td>
深度學習概論
</td>
<td>
<a href="http://introtodeeplearning.com/">Introduction to Deep Learning</a>
</td>
<td>
<ul>
<li>
<a href="https://github.com/renyuanL">CGU 課程講義網址</a>
</li>
<li>
<a href="https://subscription.packtpub.com/book/data/9781838823412">Deep Learning with TensorFlow 2 and Keras - Second Edition</a>
</li>
<li>
<a href="https://www.youtube.com/playlist?list=PLsXu9MHQGs8df5A4PzQGw-kfviylC-R9b">Hands-On Mathematics for Deep Learning</a>
</li>
<li>
<a href="https://subscription.packtpub.com/book/programming/9781838647292">Deep Learning with Goodfellow YT</a>
</li>
<li>
<a href="http://imlab.postech.ac.kr/dkim/class/csed514_2019s/DeepLearningBook.pdf">Deep Learning with Goodfellow pdf</a>
</li>
<li>
<a href="https://github.com/greentfrapp/deep-learning-book-notes">Deep Learning Book Notes from Stanford</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三暑期
</td>
<td>
人工智慧專題
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三暑期
</td>
<td>
自然語言技術與實作
</td>
<td>
<a href="https://web.stanford.edu/~jurafsky/slp3/ed3book_dec302020.pdf">Speech and Language Processing. 3 edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=rrw0IIEVEUo&list=PLOAQYZPRn2V5yumEV1Wa4JvRiDluf83vn">NTU 深度學習之應用</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ">Stanford NLP with Deep Learning</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S">NLP Zero to Hero</a>
</li>
</ul>
</td>
</tr>
</table>
### CS_大四選修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大四上
</td>
<td>
嵌入式軟體設計
</td>
<td>
<a href="https://www.gbv.de/dms/tib-ub-hannover/684154994.pdf">Embedded Android</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=oea7CWdZrsQ&list=PLFCP4tH-gaB2maddatBsk1Tn_iiTK5dFF">Android Things</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
資料庫設計
</td>
<td>
<a href="https://www.tenlong.com.tw/products/9789866507564">資料庫系統應用與設計, 2/e</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=EK7YREGEZKI&list=PLWCTS9kq2MwQCBQ7ZLRrF9_iokAVj78Tu">資料庫系統概論</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
軟硬體協同設計
</td>
<td>
<a href="https://www.sciencedirect.com/book/9780123884367/computers-as-components">Computers as Components: Principles of Embedded Computing System Design</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=KaGz4U2bx2w&list=PLzwefUCNStZtYx59r9KZojXU5tZk5aSQ1">Introduction to Cloud Computing</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
雲端系統
</td>
<td>
<a href="https://zlib.pub/book/cloud-computing-concepts-technology-architecture-6q8jsi267e80">Cloud Computing: Concepts, Technology & Architecture</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=HhStJ7FDBpc&list=PLYwpaL_SFmcCyQH0n9GHfwviu6KeJ46BV">Introduction to Cloud Computing</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
樣型識別
</td>
<td>
<a href="https://github.com/fchollet/deep-learning-with-python-notebooks">Deep Learning with Python</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=8cZ-ljrSaEw&list=PLpOGQvPCDQzsWvT_bqmexrJ359RTQQuMO">FAU Pattern Recognition</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
生醫資訊概論
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.is.cgu.edu.tw/portal/DesktopModules/Course/CourseInfo.aspx?SID=52233&CID=ITM087">CGU 課程介紹</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
機器學習
</td>
<td>
<a href="https://archive.org/details/0142-pdf-alpaydin-introduction-to-machine-learning-mit-2004">Introduction to Machine Learning, 4th Edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=Ye018rCVvOo&list=PLJV_el3uVTsMhtt7_Y6sgTHGHp1Vb2P2J">NTU 機器學習</a>
</li>
<li>
<a href="https://www.youtube.com/c/joshstarmer">StatQuest for machine learning</a>
</li>
<li>
<a href="https://medium.com/machine-learning-for-humans/why-machine-learning-matters-6164faf1df12">Machine Learning for humans in Medium</a>
</li>
<li>
<a href="http://ema.cri-info.cm/wp-content/uploads/2019/07/2019BurkovTheHundred-pageMachineLearning.pdf">100 pages for Machine Learning</a>
</li>
<li>
<a href="https://github.com/wesm/pydata-book/tree/2nd-edition">Python Data Analysis Github</a>
</li>
<li>
<a href="https://github.com/chenomg/CS_BOOKS/blob/master/Python%20for%20Data%20Analysis%2C%202nd%20Edition.pdf">Python Data Analysis 2nd</a>
</li>
<li>
<a href="http://www.clc.hcmus.edu.vn/wp-content/uploads/2017/11/Hands_On_Machine_Learning_with_Scikit_Learn_and_TensorFlow.pdf">Hands-on Machine Learning with Scikit-Learn and TensorFlow</a>
</li>
<li>
<a href="https://github.com/donnemartin/data-science-ipython-notebooks">Data Science Notebook</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
高等計算機網路
</td>
<td>
<a href="https://www.researchgate.net/publication/310953866_Wireless_Ad-hoc_Networks">Wireless Ad Hoc Networking: Personal-Area, Local-Area, and Sensory-Area Networks</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=gyp2r3FZ_Y8&list=PLS0SUwlYe8cxktXNovos9xleroaWyb-z5">NTHU 計算機網路</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
物聯網
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=LlhmzVL5bm8&list=PL9ooVrP1hQOGccfBbP5tJWZ1hv5sIUWJl">Internet of Things (IoT)</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
網路安全與管理
</td>
<td>
<a href="https://www.amazon.com/Computer-Security-Principles-Practice-4th/dp/0134794109">Computer Security: Principles and Practice," Fourth Edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=CxVERIBth-M&list=PLGLZ39GRDkZd3MDWcg9yb41Fhvt2j3h1w">NTHU 網路安全</a>
</li>
</ul>
</td>
</tr>
</table>
## AI必修課程
### AI_大一必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大一上
</td>
<td>
離散數學
</td>
<td>
<a href="https://www.academia.edu/33603787/Discrete_and_Combinatorial_Mathematics_5th_ed_R_Grimaldi">Discrete and Combinatorial Mathematics 5th ed</a>
</td>
<td>
<ul>
<li>
<a href="https://ocw.nthu.edu.tw/ocw/index.php?page=course&cid=129">NTHU 離散數學</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上
</td>
<td>
程式設計
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=4H3b5wATFos&list=PLMHSr8fseBzUvwjKtR6pX0Vv9Q9H-V3lY">C++ 程式設計</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=GYIHm-CwjKQ&list=PLKkqwtoxbpFFVDw2ypBLH9CDXyqLLj2uw">Python 程式設計</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上
</td>
<td>
智慧計算導論
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=XYGhcLMZCOI&list=PLYgGtiVoYLPcLDi-vW02DnSqmD6e6m6lL">NYCU 人工智慧概論</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=71xQxktmm9U&list=PL3S3ZnDPwJ-Oig3n-pylzPCFaDpZwkOxG">NTUT 人工智慧概論</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=LucW-p6zC5c&list=PLBw9d_OueVJS_084gYQexJ38LC2LEhpR4">CS50's Introduction to Artificial Intelligence with Python</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上
</td>
<td>
普通物理
</td>
<td>
<a href="https://archive.org/details/universityphysic0000baue_z8n6">University physics with modern physics</a>
</td>
<td>
<ul>
<li>
<a href="https://ocw.mit.edu/courses/8-012-physics-i-classical-mechanics-fall-2008/">MIT Physics</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上
</td>
<td>
有機化學
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=D_P63Q3GOMk&list=PL7NgbYs5-XMFYkj0zjPE9uVap1uiOInUL">有機化學導論</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一上下
</td>
<td>
微積分
</td>
<td>
<a href="https://www.academia.edu/44954795/Calculus_Early_Transcendentals_by_William_Briggs_Lyle_Cochran_Bernard_Gillett_Eric_Schulz">Calculus (3 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://youtu.be/r4eMzMBEvP8">NYCU 微積分(一)</a>
</li>
<li>
<a href="https://youtu.be/C90Q29DKh_Q">NYCU 微積分(二)</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一下
</td>
<td>
機率與統計
</td>
<td>
<a href="https://www.academia.edu/48950313/Probability_and_Statistics_for_Engineers_and_Scientist_9th_Edition_by_Walpole_Mayers_Ye_">Probability and Statistics for Engineers and Scientist - 9th</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=5z4xyWutzmg&list=PL7ysrfH_Y7lN_aWSUl6fFIVGWcjB4bALp">STAT 3000--Statistics for Engineers and Scientists</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大一下
</td>
<td>
資訊安全
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大一下
</td>
<td>
AI 程式語言
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大一下
</td>
<td>
普通生物學
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=s_66CJMX_u8&list=PLj6E8qlqmkFv7JQ_48G5WpXkusoLMDMXg">NYCU 普通生物學 (一)</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=2lWGSiB9jsk&list=PLj6E8qlqmkFsQ8hBH0DRRkUA5qUsWqj5T">NYCU 普通生物學 (二)</a>
</li>
</ul>
</td>
</tr>
</table>
### AI_大二必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大二上
</td>
<td>
線性代數
</td>
<td>
<a href="https://www.academia.edu/43768906/Elementary_Linear_Algebra_8e_PDF">Elementary Linear Algebra 8e</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=IG-EQUIk7P0&list=PLcCssb7oxfAsRFq8V8hDxB4oxCXSjl5Om">NTU 線性代數</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=QVKj3LADCnA&list=PL49CF3715CB9EF31D">MIT 18.06 Linear Algebra</a>
</li>
<li>
<a href="https://www.youtube.com/playlist?list=PL2QY0xcsWhz6ghPUixeNQm47xapSKw4SM">3Blue1Brown</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二上
</td>
<td>
機器學習
</td>
<td>
<a href="https://archive.org/details/0142-pdf-alpaydin-introduction-to-machine-learning-mit-2004">Introduction to Machine Learning, 4th Edition</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=Ye018rCVvOo&list=PLJV_el3uVTsMhtt7_Y6sgTHGHp1Vb2P2J">NTU 機器學習</a>
</li>
<li>
<a href="https://www.youtube.com/c/joshstarmer">StatQuest for machine learning</a>
</li>
<li>
<a href="https://medium.com/machine-learning-for-humans/why-machine-learning-matters-6164faf1df12">Machine Learning for humans in Medium</a>
</li>
<li>
<a href="http://ema.cri-info.cm/wp-content/uploads/2019/07/2019BurkovTheHundred-pageMachineLearning.pdf">100 pages for Machine Learning</a>
</li>
<li>
<a href="https://github.com/wesm/pydata-book/tree/2nd-edition">Python Data Analysis Github</a>
</li>
<li>
<a href="https://github.com/chenomg/CS_BOOKS/blob/master/Python%20for%20Data%20Analysis%2C%202nd%20Edition.pdf">Python Data Analysis 2nd</a>
</li>
<li>
<a href="http://www.clc.hcmus.edu.vn/wp-content/uploads/2017/11/Hands_On_Machine_Learning_with_Scikit_Learn_and_TensorFlow.pdf">Hands-on Machine Learning with Scikit-Learn and TensorFlow</a>
</li>
<li>
<a href="https://github.com/donnemartin/data-science-ipython-notebooks">Data Science Notebook</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二上
</td>
<td>
大腦與認知科學
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/playlist?list=PLj6E8qlqmkFvVm2ygVpkUJRYA4b1zNFq7">NYCU 大腦與認知科學</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二上
</td>
<td>
資料結構
</td>
<td>
<a href="https://www.tenlong.com.tw/products/9780929306377">Fundamentals of Data Structures in C++, 2/e</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=b8wr9AUPDMM&list=PLs81hTyfCaoXSa8NVmVy7IZVzJLpNhglk">中山 資料結構</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
深度學習
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://subscription.packtpub.com/book/data/9781838823412">Deep Learning with TensorFlow 2 and Keras - Second Edition</a>
</li>
<li>
<a href="https://www.youtube.com/playlist?list=PLsXu9MHQGs8df5A4PzQGw-kfviylC-R9b">Hands-On Mathematics for Deep Learning</a>
</li>
<li>
<a href="https://subscription.packtpub.com/book/programming/9781838647292">Deep Learning with Goodfellow YT</a>
</li>
<li>
<a href="http://imlab.postech.ac.kr/dkim/class/csed514_2019s/DeepLearningBook.pdf">Deep Learning with Goodfellow pdf</a>
</li>
<li>
<a href="https://github.com/greentfrapp/deep-learning-book-notes">Deep Learning Book Notes from Stanford</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
演算法
</td>
<td>
<a href="https://drive.google.com/file/d/17z2TCKxhgLIMJIy6oz5y58FqwjdM5uJD/view?usp=sharing">Introduction to Algorithm (3 edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=ZA-tUyM_y7s&list=PLUl4u3cNGP63EdVPNLG3ToM6LaEUuStEY">MIT 6.006 Introduction to Algorithms</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=0IAPZzGSbME&list=PLDN4rrl48XKpZkf03iYFl-O29szjTrs_O">Youtube Channel "Abdul Bari"</a>
</li>
<li>
<a href="https://walkccc.me/CLRS/">Solutions to Introduction to Algorithms Third Edition</a>
</li>
</ul>
</td>
</tr>
</table>
### AI_大三必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大三上下
</td>
<td>
專題研究(1)(2)
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
電腦視覺
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=vT1JzLTH4G4&list=PLf7L7Kg8_FNxHATtLwDceyh72QQL9pvpQ">Stanford Computer Vision </a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
專題演講
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
資料探勘
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=f7NfO16l04U&list=PL8eNk_zTBST-gN6Y5E-5FZdARXjglYpyT">Data Mining</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
自然語言處理
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=rrw0IIEVEUo&list=PLOAQYZPRn2V5yumEV1Wa4JvRiDluf83vn">NTU 深度學習之應用</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ">Stanford NLP with Deep Learning</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S">NLP Zero to Hero</a>
</li>
</ul>
</td>
</tr>
</table>
### AI_大四必修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大四上
</td>
<td>
專題研究(3)
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
</table>
## AI選修課程
### AI_大二選修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大二下
</td>
<td>
行動應用程式開發
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.w3schools.com/java/default.asp">w3schools Java</a>
</li>
<li>
<a href="https://www.w3schools.com/kotlin/index.php">w3schools Kotlin</a>
</li>
<li>
<a href="https://developer.apple.com/tutorials/swiftui">Apple SwiftUI</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=NLvaOL6Cm48&list=PL6Q9UqV2Sf1gHCHOKYLDofElSvxtRRXOR">Android Developing Course</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=W8DUSM6s8v4&list=PL2SrkGHjnWcy_cnP6Ty8ItX0bTCTs1Ugx">iOS Swift課程</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大二下
</td>
<td>
Web應用程式開發
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.w3schools.com/html/default.asp">w3schools Html</a>
</li>
<li>
<a href="https://www.w3schools.com/css/default.asp">w3schools css</a>
</li>
<li>
<a href="https://www.w3schools.com/js/default.asp">w3schools JavaScript</a>
</li>
<li>
<a href="https://www.w3schools.com/typescript/index.php">w3schools TypeScript</a>
</li>
<li>
<a href="https://www.w3schools.com/sql/default.asp">w3schools SQL</a>
</li>
<li>
<a href="https://www.w3schools.com/php/default.asp">w3schools php</a>
</li>
<li>
<a href="https://www.w3schools.com/java/default.asp">w3schools Java</a>
</li>
<li>
<a href="https://www.w3schools.com/go/index.php">w3schools Golang</a>
</li>
<li>
<a href="https://www.youtube.com/watch?v=yGbNtuawDJY&list=PL-g0fdC5RMbqW54tWQPIVbhyl_Ky6a2VI">HTML、CSS、JavaScript 網頁前端工程</a>
</li>
</ul>
</td>
</tr>
</table>
### AI_大三選修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大三上
</td>
<td>
人體疾病概論
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
資料科學
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=xC-c7E5PK0Y">What REALLY is Data Science? Told by a Data Scientist</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三上
</td>
<td>
作業系統與雲端運算
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
體學概論
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
機器人學習
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=hd2mf1Z2o0Y&list=PLI6pJZaOCtF19YeBd1IcOHdLTkDJkwAWK">機器人學</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大三下
</td>
<td>
智慧物聯網
</td>
<td>
N/A
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=LlhmzVL5bm8&list=PL9ooVrP1hQOGccfBbP5tJWZ1hv5sIUWJl">Internet of Things (IoT)</a>
</li>
</ul>
</td>
</tr>
</table>
### AI_大四選修
<table>
<tr>
<th>
\
</th>
<th>
Course
</th>
<th>
Textbook
</th>
<th>
External resource
</th>
</tr>
<tr>
<td>
大四上下
</td>
<td>
實習(1)(2)
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
基因組數據科學
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
機器學習專題
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
平行運算
</td>
<td>
<a href="https://webpages.charlotte.edu/abw/parallel/par_prog/PPBook.pdf">Parallel Programming: Techniques and Applications Using Networked Workstations and Parallel Computers (2nd edition)</a>
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/watch?v=t_q0Tajpyso&list=PLS0SUwlYe8cxqw70UHOE5n4Lm-mXFXbZT">NTHU 平行程式</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四上
</td>
<td>
多代理人系統
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
健康資料管理與分析
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
醫學影像處理
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
深度學習專題
</td>
<td>
N/A
</td>
<td rowspan="2">
<ul>
<li>
<a href="https://subscription.packtpub.com/book/data/9781838823412">Deep Learning with TensorFlow 2 and Keras - Second Edition</a>
</li>
<li>
<a href="https://www.youtube.com/playlist?list=PLsXu9MHQGs8df5A4PzQGw-kfviylC-R9b">Hands-On Mathematics for Deep Learning</a>
</li>
<li>
<a href="https://subscription.packtpub.com/book/programming/9781838647292">Deep Learning with Goodfellow YT</a>
</li>
<li>
<a href="http://imlab.postech.ac.kr/dkim/class/csed514_2019s/DeepLearningBook.pdf">Deep Learning with Goodfellow pdf</a>
</li>
<li>
<a href="https://github.com/greentfrapp/deep-learning-book-notes">Deep Learning Book Notes from Stanford</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
深度學習應用
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
語音處理
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
<tr>
<td>
大四下
</td>
<td>
資訊檢索與擷取
</td>
<td>
N/A
</td>
<td>
N/A
</td>
</tr>
</table>
## Resource
<table>
<tr>
<th>
Type
</th>
<th>
Link
</th>
</tr>
<tr>
<td>
Programmering
</td>
<td>
<ul>
<li>
<a href="https://www.youtube.com/playlist?list=PLCOCSTovXmudP_dZi1T9lNHLOtqpK9e2P">拯救資工系學生的基本素養</a>
</li>
<li>
<a href="https://www.w3schools.com/">W3Schools</a>
</li>
<li>
<a href="https://www.geeksforgeeks.org/">GreeksforGreeks</a>
</li>
<li>
<a href="https://www.youtube.com/playlist?list=PLlrATfBNZ98dudnM48yfGUldqGD0S4FFb">C++ Tutorials</a>
</li>
<li>
<a href="https://100dayscss.com/about/">100 days challenge for HTML & css</a>
</li>
<li>
<a href="https://www.freecodecamp.org/">Freecodecamp</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
Competition Programming
</td>
<td>
<ul>
<li>
<a href="https://leetcode.com/">LeetCode</a>
</li>
<li>
<a href="https://github.com/youngyangyang04/leetcode-master">建議刷題策略 (中文版)</a>
</li>
<li>
<a href="https://github.com/wisdompeak/LeetCode">LeetCode Repository</a>
</li>
<li>
<a href="https://www.kaggle.com/">Kaggle</a>
</li>
<li>
<a href="https://codeforces.com/">CodeForce</a>
</li>
<li>
<a href="https://www.hackerrank.com/">HackerRank</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
Note
</td>
<td>
<ul>
<li>
<a href="https://hackmd.io/?nav=overview">HackMD</a>
</li>
<li>
<a href="https://www.notion.so/login">Notion</a>
</li>
<li>
<a href="https://www.gitbook.com/">GitBook</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
Task Management
</td>
<td>
<ul>
<li>
<a href="https://mathpix.com/?fbclid=IwAR2ADQlY3ey3nkj9kYLfPKZUV1J1SJ86nqVCb_4D5M3aOOlas07duhnAuBI">Mathpix Snip</a>
</li>
<li>
<a href="https://app.diagrams.net/">draw.io</a>
</li>
<li>
<a href="https://www.canva.com/">Canva</a>
</li>
<li>
<a href="https://trello.com/zh-Hant">Trello</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
Linux
</td>
<td>
<ul>
<li>
<a href="http://wiki.csie.ncku.edu.tw/linux/schedule">jserv Linux 課程</a>
</li>
<li>
<a href="https://www.youtube.com/c/GUTS4tech">jserv YT</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
資工六科筆記 (wjungle)
</td>
<td>
<ul>
<li>
<a href="https://www.dropbox.com/s/p9j0wd1hwahum3y/ds.pdf?dl=0">資料結構</a>
</li>
<li>
<a href="https://www.dropbox.com/s/h3ycri4pvqf6qql/algo.pdf?dl=0">演算法</a>
</li>
<li>
<a href="https://www.dropbox.com/s/ybfuup32er26jrx/co.pdf?dl=0">計算機結構</a>
</li>
<li>
<a href="https://www.dropbox.com/s/54dfu3i96ifff1y/os.pdf?dl=0">作業系統</a>
</li>
<li>
<a href="https://www.dropbox.com/s/4ikspk1snut82aw/dm.pdf?dl=0">離散數學</a>
</li>
<li>
<a href="https://www.dropbox.com/s/1nph21mpp75b5km/la.pdf?dl=0">線性代數</a>
</li>
</ul>
</td>
</tr>
<tr>
<td>
Others
</td>
<td>
<ul>
<li>
<a href="https://hackmd.io/EHxCn4vVQaOtQK8_b2kUhQ">Docker</a>
</li>
<li>
<a href="https://stackoverflow.com/">StackOverflow</a>
</li>
<li>
<a href="https://www.overleaf.com/project">Overleaf</a>
</li>
<li>
<a href="https://readthispaper.com/tw/">ReadThisPaper</a>
</li>
<li>
<a href="https://colab.research.google.com/?utm_source=scs-index">colab</a>
</li>
<li>
<a href="https://coscup.org/">Coscup</a>
</li>
</li>
<li>
<a href="https://learngitbranching.js.org/?locale=zh_TW">Git learning</a>
</li>
<li>
<a href="https://github.com/donnemartin/system-design-primer">System Design</a>
</li>
<li>
<a href="https://chat.openai.com/chat">ChatGPT</a>
</li>
</ul>
</td>
</tr>
</table>