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10801 工程
工程數學
王俊堯 教授

Engineering Mathematics in this class is to teach how to solve differential equations, which are models in many engineering problems. This post-calculus mathematics is needed and used by today's scientists and engineers....

 

【課程說明】
       Course Description
Engineering Mathematics in this class is to teach how to solve  differential equations, which are models in many engineering problems. This post-calculus mathematics is needed and used by today's scientists and engineers. It will cover the following topics: 

     1 First order differential equations 
     2 Second order differential equations
     3 Laplace transform 
     4 Series solutions for differential equations 
     5 Systems of differential equations 
     6 Fourier series
  
 

 
【指定用書】
        Textbooks    
♠ 

5th edition,Thomson Brooks/Cole. 
 
 
  
【參考書籍】
       References     
  Erwin Kreyszig, "Advanced Engineering Mathematics",  8th edition, Wiley. 
 
  
【教學方式】
       Teaching Method     
 Lecture with white boarding writing 
 
  

【教學進度】
        Syllabus 
1  First order differential equations 
2 Second order differential equations 
3 Laplace transform 
4 Series solutions for differential equations 
5 Systems of differential equations 
6 Fourier series 
  

 

【工程數學一題庫練習工程數學講義

 

點閱次數:1069489
10801 工程
數位邏輯設計
王俊堯 教授
尋找興趣,提早準備,贏在起跑點!!想追求更多課本以外的專業知識嗎? 清華大學開放式課程為你種植了一座學習資源森林,等你來探索!現在就走進開放式課程的森林,品嚐最甜美的知識果實!
  
 
 

【課程大綱
 
     What do you expect to learn in this course  

 1    Introduction Number systems and Conversion
 2    Boolean Algebra
 3    Boolean Algebra (Continued)
 4    Application of Boolean Algebra  Minterm and Maxterm Expansion
 5    Karnaugh Maps
 6    Quine-McClusky Method
 7    Multi-Level Gate Circuits  NAND and NOR Gates
 8    Combinational Circuit Design and Simulation Using Gates
 9    Multiplexers, Decoders, and Programmable Logic Devices
 10    Flip-Flops
 11    Registers and Counters
 12    Analysis of Clocked Sequential Circuits
 13    Derivation of State Graph and Table
 14    Reduction of State Tables  State Assignment16

 

 
 【指定用書】 
           Textbook 

  Fundamentals of Logic Design (7th Edition International Edition) by Charles H. Roth, Jr. and Larry L. Kinney(CENGAGE Learning) 滄海圖書代理
  ISBN-10: 1133628486
ISBN-13: 9781133628484

 
 

 

數位邏輯設計講義!】 

點閱次數:786574
10801 工程
資料結構
蔡仁松 教授

This course introduces the basic concept of data representation and manipulation. 


 

課程說明
     Description of the course

This course introduces the basic concept of data representation and manipulation. We will teach how to solve problems efficiently and effectively by using proper and specific data structures, and organizing series of operations called algorithms to manipulate data to solve the problems. For instance, you will be ble to understand how to use link list and hash function to create block chains.


前導課程
     prerequisite Course

  ♠  C/C++ Programming Language



課程教材
      Course Material 

 ♠  Fundamentals of Data Structures in C++, E. Horowitz, S. Sahni, and D. Mehta, 2nd ed., 2006.

 


參考教材
      References 

   Introduction to Algorithms, 3rd ed., by Cormen et al. C++ reference 


教學方式
      Teaching Method 

  Online Lectures + In class discussions


 

 教學進度
       Schedule

1. Basic Concepts
2. Arrays
3. Stacks and queues
4. linked lists
5. Trees
6. Graphs
7. Sorting
8. Hashing
9. Selected related topics

 

點閱次數:283531
10801 工程
數位邏輯設計
林永隆 教授

尋找興趣,提早準備,贏在起跑點!!想追求更多課本以外的專業知識嗎? 清華大學開放式課程為你種植了一座學習資源森林,等你來探索!現在就走進開放式課程的森林,品嚐最甜美的知識果實!

 

課程說明
      Description of the course
This course is about the principles of digital logic and its implementation in circuits and systems. Modern electronics/computer engineers should be able to effectively utilize millions or even billions of logic gates available from advanced semiconductor manufacturing process. Logic design is fundamental to such applications as computer, audio/video/graphics, wired/wireless communication. Some technology from this course will be useful in other courses. For example, finite state machine is essential in compiler design.
   ♠ We will cover the following topics

1. Introduction to computer circuits
2. Two level Combinational Logic
3. Multilevel Combinational Logic
4. Programmable Logic
5. Arithmetic Logic Circuits
6. Sequential Logic Design
7. Sequential Logic Case Studies
8. Finite State Machine Design
9. Finite State Machine Optimization
10. Computer Organization

 

 

【課程教材】
      Course Material

  ♠  Logic and Computer Design Fundamentals, 4th ed Mano & Kime Prentice Hall

 

 【教學方式】
       Teaching Method

   Lecturing
Home work

Machine problem
(Using Verilog Hardware Description Language and its Simulator)
Quiz, Two Midterms and Final Exam

 

點閱次數:99146
10801 工程
電路與電子學
林永隆 教授

This course is intended for 2nd-year undergraduates in the computer science and other engineering department. In this course, we focus on two main topics, electronics and circuits. 

 

課程說明 
      Description of the course

This course is intended for 2nd-year undergraduates in the computer science and other engineering department. In this course, we focus on two main topics, electronics and circuits. To give students better understanding of the models and circuits of the electronics devices, we will introduce the basic concepts of electric circuits first. It starts from the definition of current, voltage, power and energy. Then it covers the basic circuit components including resister, capacitor, and inductor. We also discuss the basic circuit analysis, such as nodal analysis of resistive circuits, transients in electrical circuits and sinusoidal steady-state circuit behavior.

For electronics section, we will present the diode and MOS field-effect transistor. We will use simple models to describe these electronic devices and their I-V characteristics. Since the majority of electronic circuits today are designed as integrated circuits (ICs),we will discuss how to analyze and design the basic elements of integrated circuits with the emphasis on digital logic designs.



課程教材
     Course Material 

   ♠ 

"Electrical Engineering - Principles and Applications",by Allan R. Hambley,
5th Edition.

 

教學方式  
       Teaching Method
   ♠ Lecture and discussion.


 教學進度 
      Schedule

Chapter 1  Introduction
Chapter 2  Resistive Circuits
Chapter 3  Inductance and Capacitance
Chapter 4  Transients
Chapter 5  Steady-State Sinusoidal Analysis
Chapter 6  Frequency Plots, Bode Plots, and Resonance
Chapter 10  Diodes
Chapter 12  Field-Effect Transistors
Chapter 11  Amplifiers : Specifications and External Characteristics
     
     


點閱次數:245868
10801 工程
工程數學
蔡仁松 教授

工程數學為一切工程學科的基礎,提供解決工程問題的基本工具。

 


【課程說明】

      Description of the course
     工程數學為一切工程學科的基礎,提供解決工程問題的基本工具。預修科目為微積分。課程內容包括:

  (1) 一階微分方程式 (4) 聯立微分方程式
  (2) 二階線性微分方程式 (5) 微分方程式級數解
  (3) 高階線性微分方程式 (6) 拉普拉斯轉換

 


【課程教材】

        Course Material

   Erwin Kreyszig, Advanced Engineering Mathematics, 10th edition, 2011, Wiley.


 

【參考教材】
         References 

  

Dennis G. Zill, Advanced Engineering Mathematics, 6th edition, Jones & Bartlett Learning.

  

C. Henry Edwards and David E. Penney, Differential Equations and Boundary Value Problems: Computing and Modeling, 5th Edition, 2016, Pearson.

 ♠

Peter V. O'Neil, Advanced Engineering Mathematics, 8th edition, 2017, Thomson Brooks/Cole.


 

【教學方式】
       Teaching Method

 Lectures and labs.

 

 

【教學進度】
       Schedule

   1. First order differential equations
   2. Second order differential equations
   3. Systems of differential equations
   4. Numerics for order differential equations
  5. Series solutions for differential equations
  6. Laplace transform
  7. Fourier series

 

點閱次數:109398
10801 工程
電路與電子學
王俊堯 教授

This course is intended for junior undergraduates in computer science and engineering. In this course, we will introduce the basic concepts of semiconductor devices and applications. Some basic circuit theorems will be introduced as well... 

 

【課程簡述】 
     Brief course description  
This course is intended for junior undergraduates in computer science and engineering. In this course, we will introduce the basic concepts of semiconductor devices and applications. Some basic circuit theorems will be introduced as well. Since the majority of electronic circuits today are designed as integrated circuits (ICs), we will discuss how to analyze and design the basic elements of integrated circuits with the emphasis on digital logic designs. 
 

 
【課程說明】
     Course Description 
This course is intended for junior undergraduates in computer science and engineering. In this course, we will introduce the basic concepts of semiconductor devices and applications. Some basic circuit theorems will be introduced as well. Since the majority of electronic circuits today are designed as integrated circuits (ICs), 
we will discuss how to analyze and design the basic elements of integrated circuits with the emphasis on digital logic designs. 
  
 
 【指定 / 參考書籍】  
       Text Books / References
  Electronic Circuit analysis and Design X Ed. by Donald A. Neamen 
Electrical Engineering - Principles and Applications 4th Ed.
   by Allan R. Hambley  
  
 

 【教學方式】    
      Teaching Method 
以講授為主,輔以白板說明
  The cousres are mainly based on lectures and supplemented by whiteboard explanations
 
點閱次數:607249
10702 工程
Web Programming, Technologies, and Applications
吳尚鴻 教授

This course gives a comprehensive, self-contained, and up-to-date introduction to the web/app development. We focus on the development challenges in real-world situations and present guidelines, tools, and best practices. Students are asked to team up and build real, useful applications (websites and/or mobile apps) accessible to the public in the end.

 

Description 
The classes are divided into three parts. First, we give a primer to web fundamentals such as HTTP, HTML, CSS, and Javascript. We cover different programming paradigms, including the OOP and functional programming. Handy tools such as Git are covered to get students familiar with the project-based and team-based development. In the second part, we introduce modern web development techniques such as responsive design, Bootstrap, ES6/7, React, and Redux. Last, we extend our horizon to the backend and mobile development landscapes by introducing the Node.js, PostgreSQL database system, Amazon Web Services (AWS), and React Native. We also give case studies on how to leverage Machine Learning algorithms to convert raw user data into the AI.
 
 https://nthu-datalab.github.io/webapp/index.html


 
 

Syllabus 
Lecture 01 HTTP&HTML
Lecture 02 CSS
Lecture 03 Bootstrap and Responsive Design
Lecture 04 Javascript & DOM
Lecture 05 Modern Javascript
   


 

Reference Books 

Alexander Osterwalder, Business Model Generation: A Handbook for 
  Visionaries, Game Changers, and Challengers, 2010
Eric Ries, The Lean Startup: How Today's Entrepreneurs Use Continuous 
  Innovation to Create Radically Successful Businesses, 2011
Peter Thiel, Blake Masters, Zero to One: Notes on Startups, or How to Build
  the Future, 2014
   
   
點閱次數:101056
10702 工程
計算機程式設計一(資工版)
陳煥宗 教授

This course is aimed to help the students learn how to program in C. There will be several labs, two midterm exams, one final exam, and the final project, with the following percentages.......

  

Text Books 
 S. Prata, C PRIMER PLUS 
 Lecture notes 
  https://github.com/htchen/i2p-nthu/tree/master/程式設計一
 清大開放課程影片(17週)
  http://ocw.nthu.edu.tw/ocw/index.php?page=course&cid=134
 
 
 
  
 Reference  
 Essential C
  http://cslibrary.stanford.edu/101/EssentialC.pdf
 The C Book
  http://publications.gbdirect.co.uk/c_book/the_c_book.pdf 


MIT: A Crash Course in C

  http://www.mattababy.org/~belmonte/Teaching/CCC/handouts.pdf
  MIT: A Crash Course in C
  Reference Manual
  http://www.gnu.org/software/libc/manual/html_mono/libc.html
 
 
Syllabus
Week Topics Labs and Exams
1 CH. 1 Getting Ready 
Lab #0 2/21 Thu.

 

2 

CH. 3 Data and C  2/28 放假

 

3 

CH. 4 Formatted Input/Output Lab #1 3/7 Thu.

 

4

Binary Representations
CH. 15 Bit Manipulation
 
 

 

5

CH. 6 Control Statements: Looping Lab #2 3/21 Thu.

 

6

CH. 6 Control Statements: Looping CH. 7 Control Statements: Branching Written Exam  3/28 Thu. @ Delta 109

 

7

CH. 8 Character I/O and Redirection 4/4 放假

 

8

CH. 9 Functions
Lab #3 4/11 Thu.

 

9

CH. 9 Functions
 

 

10

CH. 10 Arrays and Pointers 
Midterm Exam I  4/25 Thu.

 

11

CH. 10 Arrays and Pointers 
 

 

12

CH. 10 Arrays and Pointers 
Lab #4 5/9 Thu.

 

13

Midterm Exercise (5/14)

Midterm Exercise (5/14)

 

14

CH. 10 Arrays and Pointers Pointers
CH. 11 String Functions
CH. 12 Memory Management
CH. 13 File Input/Output
Term Project Hackathon 5/25 Sat.

 

15

CH. 12 Memory Management Lab #5 5/30 Thu.

 

16

CH. 15 Bit Manipulation
CH. 14 Structures
CH. 17 Advanced Data Representations
 

 

17

CH. 17 Advanced Data Representations Lab #6 6/13 Thu.





 
點閱次數:197926
10702 工程
深度學習
吳尚鴻 教授
This class introduces the concepts and practices of deep learning. The course consists of three parts. In the first part, we give a quick introduction of classical machine learning and review some key concepts required to understand deep learning.In the second part......
 
  

【Description】
This class introduces the concepts and practices of deep learning. The course consists of three parts. In the first part, we give a quick introduction of classical machine learning and review some key concepts required to understand deep learning.In the second part, we discuss how deep learning differs from classical machine learning and explain why it is effective in dealing with complex problems such as the image and natural language processing. Various CNN and RNN models will becovered. In the third part, we introduce the deep reinforcement learning and its applications.This course also gives coding labs. We will use Python 3 as the main programming language throughout the course. Some popular machine learning libraries such as Scikit-learn and Tensorflow will be used and explained in detials.

 
 

【Syllabus】  
Lecture 01  
Introduction/Scientific Python 101
Lecture 02     
Linear Algebra/Data Exploration & PCA
Lecture 03
Probability & Information Theory/Decision Trees & Random Forest

Lecture 04

Numerical Optimization/Perceptron & Adaline/Regression
Lecture 05
Learning Theory & Regularization /Regularization
Lecture 06
Probabilistic Models/Logistic Regression & Metrics 
Lecture 07
Non-Parametric Methods & SVMs/SVMs & Scikit-Learn Pipelines
Lecture 08
Cross Validation & Ensembling/CV & Ensembling

 

Competition01  

Predicting Appropriate Response
Lecture 09
Large-Scale Machine Learning
Lecture 10
Neural Networks: Design/TensorFlow101 & Word2Vec
Lecture 11
Neural Networks: Optimization & Regularization
Lecture 12

Convolutional Neural Networks/Nuts and Bolts of Convolutional Neural Networks/Visualization and Style Transfer

 

Competition 02

Image Object Detection & Localization

Lecture 13

Recurrent Neural Networks/Seq2Seq Learning for Machine Translation
Competition 03 Image Caption
Lecture 14
Unsupervised Learning/Autoencoders/GANs
Competition 04 Reverse Image Caption 
Lecture 15
Semisupervised/Transfer Learning and the Future
Lecture 16
Reinforcement Learning/Q-learning
Lecture 17
Deep Reinforcement Learning/ DQN & Policy Network
Competition 05 You Draw I Draw
   
 

 

【Reference Books】 
Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, 2016, ISBN: 0387848576
Trevor Hastie, Robert Tibshirani, Jerome Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition, Springer, 2009, ISBN: 0387848576
Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, 2006, ISBN: 0387310738
Sebastian Raschka, Python Machine Learning, Packt Publishing, 2015, ISBN: 1783555130
  
 
 
 
【Online Courses】  
CS231n: Convolutional Neural Networks for Visual Recognition, Stanford
 CS224d: Deep Learning for Natural Language Processing, Stanford
CS 294: Deep Reinforcement Learning, Berkeley
 MIT 6.S094: Deep Learning for Self-Driving Cars, MIT
   
點閱次數:381387
【2023/6/30 Calendar】教師送繳非應屆畢業生111學年度第2學期成績截止Deadline for 2023 Spring Semester Grade Submission   ♠   【2023/7/3 Calendar】112學年度暑碩專班上課開始、註冊日、休退學及畢業生免繳學雜費截止2023 Summer In-service Master Program Begins, Registration   ♠   【2023/7/3 Calendar】暑期班選課及繳費開始(至7日止)Course Selection and Fee Paying Begins for Summer Session (7/3-7/7)   ♠   【2023/7/31 Calendar】111學年度第2學期研究生論文口試結束Thesis Defense Ends   ♠   【2023/7/31 Calendar】111學年度第2學期結束2023 Spring Semester Ends   ♠   【2023/8/1 Calendar】112學年度第1學期開始2023 Fall Semester Begins   ♠   【2023/8/14 Calendar】新生申請112學年度第1學期學雜費減免(至25日止)   ♠   【2023/6/31 Calendar】教師升等資料、教師進修及休假研究申請案送人事室截止Deadline for Submission of Faculty Promotion Application and Sabbatical Leave Application   ♠   【2023/8/21 Calendar】112學年度入學各級新生、轉學生選課(至24日止)Course Selection for New Students/Transfer Students in Fall 2023 (8/21-8/24)   ♠   【2023/8/21 Calendar】112學年度入學各級新生、轉學生選課(至24日止)Course Selection for New Students/Transfer Students in Fall 2023 (8/21-8/24)   ♠   【 2023/6 /12 - 6/16 Calendar】期末考開始   ♠   【2023/8/29 Calendar】112學年度第1學期第3次選課開始(至31日止)3rd Course Selection Period (8/29-8/31)   ♠   【 2023/6/15 - 6/19 Calendar】112學年度第1學期第2次選課開始(至19日止)2nd Course Selection Period for 2023 Fall Semester (6/15-6/19)   ♠   【 2023/6/19 Calendar】暑假開始Summer Vacation Begins   ♠   【2023/2023/9/11 Calendar】全校各級學生上課開始、註冊日Class Begin, Registration!受理軍公教遺族就學減免申請(至15日止)!弱勢助學金申請(至10月6日止)!   ♠   【 2023/6/22- 6/23 Calendar】端午節Dragon Boat Festival   ♠   【2023/9/29 Calendar】中秋節Mid-Autumn Festival (no class)   ♠   【2023/10/9 Calendar】國慶日彈性放假,課程由教師自行擇期補課Holiday-Double Tenth Day (no class: make-up classes will be scheduled)   ♠   【 2023/6/30 Calendar】教師送繳非應屆畢業生111學年度第2學期成績截止Deadline for 2023 Spring Semester Grade Submission   ♠   【2023/10/9-12/3 Calendar】期中教學意見反映(至12月3日止) Mid-term Feedback on Teaching (10/9-12/3)   ♠   【2023/10/10 Calendar】國慶日Double Tenth Day (no class)   ♠   【2023/10/30 Calendar】112學年度第1學期申請課程停修開始(至11月24日止)Course Withdrawal Begins (10/30-11/24)   ♠   【2023/11/15 Calendar】校務會議University Council Meeting   ♠   【2023/12/8 Calendar】教學意見調查開始(至113年1月7日止)Online Course Evaluation (12/8-1/7)   ♠   【2024/1/1 Calendar】開國紀念日New Year's Day (no class)   ♠   【2024/1/8 Calendar】期末考試開始(至12日止,彈性學期週數16或17週課程依公告之課程大綱辦理)Final Exams (1/8-1/12)   ♠   【2024/1/15 Calendar】寒假開始Winter Break Begins!   ♠   【2024/2/8 Calendar】春節彈性放假Holiday-Chinese New Year   ♠   【2024/2/9 Calendar】除夕Chinese New Year’s Eve   ♠   【2024/2/10-2/14 Calendar】春節及春節彈性放假(至14日止)Chinese New Year   ♠   【2024/2/19 Calendar】全校各級學生上課開始、註冊日Classes Begin, Registration   ♠   【2024/2/28 Calendar】和平紀念日228 Peace Memorial Day (No Class)   ♠   【2024/3/1-3/3 Calendar】梅竹賽(1日至3日,1日下午停課,由教師自行擇期補課;若停賽則正常上課)(暫訂) [Tentative] Mei-Chu Game (3/1-3/3)   ♠