2013年6月29日星期六

Online Lessons 線上教學資源

與全球十萬人作同學：談MOOC現況及其發展
http://epaper.heeact.edu.tw/archive/2013/03/01/5945.aspx

edx 線上課程
https://www.edx.org/

Coursera 線上課程
https://www.coursera.org/
機率（台大）
https://www.coursera.org/course/prob

Khan Academy Linear Transformation
https://www.khanacademy.org/math/linear-algebra/matrix_transformations/linear_transformations/v/vector-transformations

UDacity 計算機入門--建立搜尋引擎
http://www.youku.com/show_page/id_z3f176034a31011e2a19e.html
UDacity 程式設計入門--建立Web瀏覽器
http://www.soku.com/detail/show/XMTEwODg2NA==

英語語音學 (含發音練習) 一外文系
Karen Steffen Chung 史嘉琳
http://ocw.aca.ntu.edu.tw/ntu-ocw/index.php/ocw/cou/101S102

Data Structure 推薦課程
http://see.stanford.edu/see/courseinfo.aspx?coll=11f4f422-5670-4b4c-889c-008262e09e4e

Stanford Online Course: Algorithm
https://www.coursera.org/course/algo

Top Coder: Algorithms
http://www.topcoder.com/tc?d1=tutorials&d2=alg_index&module=Static

UDACity (跟神一樣的東西~~~~!!!!)
https://www.udacity.com/

如何建立數學學習系統方法？
http://select.yeeyan.org/view/94114/329073

各種語言教學 thenewboston in English
http://www.youtube.com/user/thenewboston/videos?flow=grid&view=1

MIT Open Course
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/
MIT 6.042J Mathematics for Computer Science, Fall 2010
25 部影片 33 小時
https://www.youtube.com/playlist?list=PLB7540DEDD482705B

公開課可以firefox下載
http://v.163.com/movie/2008/11/3/J/M6TN5NEEU_M6TN61B3J.html

公開課資源:

網易公開課 http://open.163.com/
新浪公開課 http://open.sina.com.cn/

Computer Study Map

基礎：

高中數學資源總集合
http://math.pro/db/thread-136-1-1.html

完整高中數學講義 1
http://cplee8tcfsh.blogspot.tw/2007/02/blog-post_1517.html
完整高中數學講義 2
http://math1.ck.tp.edu.tw/%E9%99%B3%E5%98%AF%E8%99%8E/teaching_material.html

=================Calculus=====================

三角函數公式

高中數學公式集合

常見三角函數公式(簡中)

三角函數公式表(簡中)

對數函數(微分積分)

指引
http://www.ptt.cc/bbs/Transfer/M.1343742075.A.0D8.html

微積分福音
http://calculus.yuyumagic424.net/

交大--微積分小組網站
http://calculus.nctu.edu.tw/down/pages.php?ID=down1

阿丹--微積分入門(for 高中生) (簡單介紹)
https://www.youtube.com/playlist?list=PL09B4C92AD57E0090

阿丹--微積分---> 商用微積分
https://www.youtube.com/playlist?list=PLLc_VmyS2EKkhQvwlO1owuus7N0UhjCP3

可汗學院---微積分基礎知識
http://v.163.com/special/Khan/precalculus.html

微積分 1 : 交大莊重 95學年 (還不錯)
課程書目 Calculus (Early Transcendental), James Stewart, 5th Edition.
https://www.youtube.com/course?list=EC36601F252C5D7332
微積分 2 : 交大莊重
https://www.youtube.com/course?list=EC9E0B622CC3F766B5

微積分(一)-白啟光老師授課 99學年
課程書目 Calculus(Early Transendentals), James Stewart, 6th Edition.
https://www.youtube.com/playlist?list=PLj6E8qlqmkFu-5Hwp7kJcZYV1wIRFrmPI
微積分(二)-白啟光老師授課
https://www.youtube.com/playlist?list=PLj6E8qlqmkFsuPk9qCYVBJhk61VNF-IFJ

高等微積分(一) 白啟光 97學年
課程書目 W. Rudin: Principles of Mathematical Analysis.
https://www.youtube.com/playlist?list=PLj6E8qlqmkFvTO65ZwBd3XoY_xVAeR61S
高等微積分(二) 白啟光
https://www.youtube.com/playlist?list=PLj6E8qlqmkFvIOfW8b-6ksO6SN2QirCNk

清大-高淑蓉老師：微積分一Calculus I

清大-高淑蓉老師：微積分一Calculus II

台大開放高等微積分陳金次教授

講義
http://ocw.aca.ntu.edu.tw/ntu-ocw/index.php/ocw/cou/101S130/1

微積分
MIT 18.01 Single Variable Calculus, Fall 2006 (David Jerison) (還不錯)
https://www.youtube.com/course?list=EC590CCC2BC5AF3BC1
MIT 18.02 Multivariable Calculus, Fall 2007 (Denis Auroux )
https://www.youtube.com/course?list=EC4C4C8A7D06566F38

MIT Gilbert Strang 微積分重點 Highlights of Calculus
https://www.youtube.com/playlist?list=PLiDh_aMfNpJxfrgxyPX4ltE4xGUgtKOIJ
MIT Gilbert Strang 微積分重點中文字幕
https://www.youtube.com/playlist?list=PLD571E375726E3C8C

=================Calculus=====================

============線性代數 Linear Algebra================

矩陣的計算公式 (線性代數基礎)

線性代數的原罪？如何學習線性代數。
http://ccjou.wordpress.com/2009/03/06/%E7%B7%9A%E6%80%A7%E4%BB%A3%E6%95%B8%E7%9A%84%E5%8E%9F%E7%BD%AA%EF%BC%9F/

線性代數巫木誠老師 (簡單易懂!)
R. Larson, B.H. Edwards and D.C. Falvo, Elementary Linear Algebra, Houghton Mifflin, 2009.
https://www.youtube.com/playlist?list=PLj6E8qlqmkFsGzaeho3sOQX8iIoDe3J2K

MIT 2005 Linear Algebra Gilbert Strang (中文字幕)
https://www.youtube.com/playlist?list=PLXkckQnPpJA3w8YFmvsm-JIpIHDHUlfJj

線性代數(1) : 交大莊重 100學年 (開給應用數學系的, 稍難)
課程書目
Linear Algebra, 4th Edition, S. Friedberg, A. Insel and L. Spence, 2003, Prentice Hall. (重理論)
https://www.youtube.com/course?list=ECj6E8qlqmkFtjxknKFtdxc1_SxNBXgpbo
線性代數(2) : 交大莊重
https://www.youtube.com/course?list=ECj6E8qlqmkFsU6_lxu7soHGgI30IdpA7F

清華大學線性代數趙啟超 (用的是Strang的書)

清大-張智星老師：科學計算Scientific computing
(如何實際用運線性代數)
http://ocw.nthu.edu.tw/ocw/index.php?page=course&cid=53

============線性代數 Linear Algebra================

==============演算法與機器學習======================

演算法筆記本
http://www.csie.ntnu.edu.tw/~u91029/
MIT 高階演算法 Advanced Algorithm
http://courses.csail.mit.edu/6.854/current/
MIT 高階資料結構 Advanced Data Structure
http://courses.csail.mit.edu/6.851/spring12/lectures/

演算法簡介：101北一資訊集訓(教師為台大資工學生)
https://www.youtube.com/watch?v=hCLjR7e3GEM

Caltech: Machine Learning Course - CS 156 Professor Yaser Abu-Mostafa
https://www.youtube.com/playlist?list=PLD63A284B7615313A

演算法課程(大綱)：林軒田(與Abu-Mostafa合著Learning from data)
http://www.csie.ntu.edu.tw/~htlin/course/dsa13spring/

MIT 6.006 Introduction to Algorithms, Fall 2011 Prof. Srinivas Devadas
https://www.youtube.com/playlist?list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb
課程大綱
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/
Problem Solving with Algorithms and Data Structures(Online Book)
http://interactivepython.org/courselib/static/pythonds/

資料結構與演算法Algorithms 蔡欣穆
台大資料結構與演算法 (課程資料 ppt檔案)
http://www.csie.ntu.edu.tw/~hsinmu/courses/dsa_13spring

其他相關課程資料
http://www.csie.ntu.edu.tw/~hsinmu/courses/

CS2: Data Structures and Algorithms - (Language C) Richard Buckland (UNSW, Australia)
https://www.youtube.com/course?list=ECE621E25B3BF8B9D1

CS 61B: Java and Data Structures - Fall 2006 ( Berkeley Computer Science )
https://www.youtube.com/course?list=EC4BBB74C7D2A1049C
Course Outline: http://www.cs.berkeley.edu/~jrs/61b/

資料結構(彭文志老師)
https://www.youtube.com/playlist?list=PLj6E8qlqmkFusQlwukXMUDVdYfd7oPyr3
Fundamentals of Data Structures in C++, E. Horowitz, S. Sahni and D. Mehta, Computer Science Press.

MIT Prediction: Machine Learning and Statistics, 2012fall (Graduate Level) (data only)
http://ocw.mit.edu/courses/sloan-school-of-management/15-097-prediction-machine-learning-and-statistics-spring-2012/Syllabus/

Statistical Learning Theory and Applications (Graduate Level) (data only)
http://ocw.mit.edu/courses/brain-and-cognitive-sciences/9-520-statistical-learning-theory-and-applications-spring-2006/

MIT: Introduction to Algorithms (with Video) 2005 (網易有中文字幕)
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-introduction-to-algorithms-sma-5503-fall-2005/

UBC: Machine Learning & Data Mining 2012 (Nando de Freitas) (Video)
Undergraduate Level
https://www.youtube.com/pla ylist?list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf

Artificial Intelligence for Robotics (UDACity) Auto-Driving Car
https://www.udacity.com/course/cs373

==============演算法與機器學習======================

交大離散數學易志偉 24個影片
https://www.youtube.com/playlist?list=PLj6E8qlqmkFuqJuqa8y7i2mh3KjetbexW
Kenneth H. Rosen, Discrete Mathematics and Its Applications, 6th ed., McGraw-Hill Inc.

John N. Tsitsiklis (機率大師親自出馬~~!!!!)

MIT 6.041 Probabilistic Systems Analysis and Applied Probability, 2010
Bertsekas, Dimitri, and John Tsitsiklis. Introduction to Probability. 2nd ed.
https://www.youtube.com/course?list=ECUl4u3cNGP61MdtwGTqZA0MreSaDybji8

MIT: Fundamentals of Probability 機率論基礎 (無影片)
Prof. David Gamarnik Prof. John Tsitsiklis
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-436j-fundamentals-of-probability-fall-2008/
機率影片MIT Open Course
https://www.youtube.com/watch?v=7CYXy9J4Aao

清華大學: 機率論Probability 鄭少為(密西根統計博士) 55講
https://www.youtube.com/playlist?list=PLS0SUwlYe8cxIR-RHLZnQfak4wGniLylm
大綱
http://ocw.nthu.edu.tw/ocw/index.php?page=course&cid=68

鄭少為(密西根統計博士)其他統計相關的課程影音
http://www.stat.nthu.edu.tw/~swcheng/Teaching/index.html#

統計學--鄭少為--線性模式--使用R
http://www.stat.nthu.edu.tw/~swcheng/Teaching/stat5410/index.html

台大電機葉丙成機率與統計
https://www.youtube.com/watch?v=GwSEguqJj6U

Berkeley Discrete Math
https://www.youtube.com/watch?v=jAXARiKF58I

Harvard Web Development David Malan (2012) English Subtitle
http://www.youtube.com/watch?v=8KuO4r5CHjM&feature=share&list=PL3FiVvZv9_6-o5w6T86i1udYnUg_I_eSF

台大計算機程式 C++ programming 電機工程系廖婉君
http://ocw.aca.ntu.edu.tw/ntu-ocw/index.php/ocw/cou/101S112

交大課程

C語言(資訊工程學系鄭昌杰老師)
https://www.youtube.com/playlist?list=PLj6E8qlqmkFuxyVCMD0_anArDqzpW_zRK
課程用書
P.J. Deitel and H.M. Deitel, "C How to program, 6ed", Prentice Hall.
(只用到第一章 @_@)
W. Kernighan and Dennis M. Ritchie, "The C programming Language, 2ed", Prentice Hall.
(C語言的聖經，告訴你C語言怎麼設計的...Dennis Ritchie本身就是C語言的發明人)

進階(下學期)
C ++ Primier 4th
Thinking in C++ ,Bruce Eckel
The C ++ Standard Library, Nicolai

網路資源：
http://www.cplusplus.com/

清大-黃婷婷老師：計算機結構Computer Architecture

Computer Architecture (交大)計算機架構-單智君老師授課 (研究所課程)
https://www.youtube.com/playlist?list=PLj6E8qlqmkFuNeStWpmAZh0Uq1-8Y8PeL
課程書目:
John L. Hennessy & David A. Patterson, Computer Architecture: A Quantitative Approach, 4th ed., 2007, Morgan Kaufmann

交大統計學(一) 工館系唐麗英重點: 敘述統計、機率、應用統計
(比較簡單易懂，基礎說明較多)
https://www.youtube.com/playlist?list=PLj6E8qlqmkFuhQmwvAcOnIC_q-Dnl3u9M

南台科技大學：統計學(二)：重點：推理統計
https://www.youtube.com/playlist?list=PL8B7EC412C00F57D4

交大數理統計學(用數學解釋) 統計研究所陳鄰安重點：機率與統計
(數學很多 @_@ 有點昏)
https://www.youtube.com/course?list=ECj6E8qlqmkFtvN44vX_D7YRxAgivkONyN

台大通識課：統計與生活第8章機率 (蕭朱杏老師)
http://ocw.aca.ntu.edu.tw/ntu-ocw/index.php/ocw/cou/100S216/8

台大通識課： General Psychology (普通心理學) in English
Yee-San Teoh (心理學系趙儀珊)
http://ocw.aca.ntu.edu.tw/ntu-ocw/index.php/ocw/cou/100S214

清大-李敏老師：核工原理Principles of Nuclear

###########################################

SVU 研究所課程表
http://www.svuca.edu/home/program/mscs.html

Foothill Computer Science Course Requirement
http://www.foothill.edu/programs/programs.php

Berkeley Computer Science Graduate Suggestions
http://www.eecs.berkeley.edu/Gradadm/Prerequisites.htm

Open Course 中文化翻譯
http://ocourse.org/
https://www.youtube.com/user/lysososome/videos?flow=grid&view=1

(中文字幕)

耶鲁开放课程-金融市场第一集Open.Yale.course：Financial.Markets.01

http://www.youtube.com/watch?v=eZYFJJZ-9gU

英文語法與構詞: 外國語文學系劉美君老師
https://www.youtube.com/playlist?list=PLj6E8qlqmkFs_WwmqBQtwIjivwEzngwaX
功能語法學(研究所課程) : 外國語文學系劉美君老師
https://www.youtube.com/playlist?list=PLj6E8qlqmkFvfMPDAN4T0-dlp-ZoPl7S3

計算機概論與程式設計 Introduction to Computers and Programming 電機系溫宏斌老師 99學年
程式 W. Savitch (WS), "Absolute C++," 4th ed., ISBN:0131365843, Addison Wesley, 2010.
計概 J. Glenn Brookshear (JB), "Computer Science: An Overview ," 9th ed., ISBN:0-321-38701-5, Course Technology, 2005.
https://www.youtube.com/course?list=ECj6E8qlqmkFvFe7mM5hKvyXmcrMTkEO4X

物件導向程式設計 Object-Oriented Programming 電機系溫宏斌老師 100學年
W. Savitch (WS), "Absolute C++," 4th ed., ISBN:0131365843, Addison Wesley, 2010. (指定本)
https://www.youtube.com/playlist?list=PLj6E8qlqmkFtJIl6apB-V_7i1c3eqLjgf

邏輯設計江蕙如 98學年
C. H. Roth, Jr., Fundamentals of Logic Design, 6th edition, Thomson
https://www.youtube.com/playlist?list=PLj6E8qlqmkFuO3Fy2TAswX05PgaV3HsvF

耶鲁大学开放课程.心理学导论.20 1/5   (中英文字幕)
https://www.youtube.com/watch?v=3ifd7L2mTOw
耶鲁大学开放课程：生物医学工程探索 (字幕：人人影视) 01   (中英文字幕)
https://www.youtube.com/watch?v=2klRgc3pvwo
耶鲁大学开放课程：博弈论 Open Yale course：Game Theory 01 (中英文字幕)
https://www.youtube.com/watch?v=kGVoYNwUFM8

Programming Paradigms (CS107) Stanford
https://www.youtube.com/course?list=EC9D558D49CA734A02

華視資料結構
https://www.youtube.com/watch?v=j3qo9YtaEts

UCB, Computer Science 10 - Lecture 13: Human-Computer Interaction
http://www.youtube.com/watch?v=6Vt7YVtEqT4

MIT  18.06 Linear Algebra, Spring 2005 (Prof. Gilbert Strang)
http://www.youtube.com/course?list=ECE7DDD91010BC51F8
中文字幕 Linear Algebra, Spring 2005 (Prof. Gilbert Strang)
https://www.youtube.com/playlist?list=PLkaDjkUB34l6b2ANJdF8mTs0ObaEoY6rL

MIT  18.06SC Linear Algebra Recitations, Fall 2011
https://www.youtube.com/course?list=EC221E2BBF13BECF6C

MIT  7.01SC Fundamentals of Biology
https://www.youtube.com/course?list=ECF83B8D8C87426E44

MIT  6.00SC Introduction to Computer Science and Programming
https://www.youtube.com/course?list=ECB2BE3D6CA77BB8F7

Lec 1 | MIT 6.01SC Introduction to Electrical Engineering and Computer Science I, Spring 2011
https://www.youtube.com/course?list=EC9B24A6A9D5754E70

Berkeley: Computer Science 61A - Lecture 1
http://www.youtube.com/watch?v=61DE2_LByzM&list=PL87898FD0A141069E

職訓大學
http://www.vtu.nat.gov.tw/

交大Open Course(所有影音檔)
http://ocw.nctu.edu.tw/index.php
影音檔(部分)
http://www.youtube.com/user/nctuocw/videos?flow=grid&view=1

輔大
http://140.136.240.106/
清大
http://ocw.nthu.edu.tw/ocw/index.php?page=homepage

Many Courses on Programming
http://www.youtube.com/user/bjhecker/videos?flow=grid&view=1

iOS Application Development Course Outline
http://ntumpp.sodas.tw/
http://mikechen.com/

iOS Programming by Stanford University
http://itunes.apple.com/itunes-u/ipad-iphone-application-development/id473757255?mt=10

Course | iPhone Application Development (Winter 2010) Stanford.
https://www.youtube.com/course?list=ECCCE29F69A864766F

Course | Developing Mobile Apps with Web Technologies   Stanford
https://www.youtube.com/course?list=ECDD1386C4D784B56B
=================================================================

MIT Open Course:
http://ocw.mit.edu/index.htm
MIT Open Course : Computer Science:
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/

Introduction to Computer Science and Programming 2011 (with Video)
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/

Probabilistic Systems Analysis and Applied Probability 2011 (with Video)
http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/

Colombia University Virology 病毒學 Vincent Racaniello (中文字幕)
http://v.163.com/special/opencourse/virology.html
2011新版本
https://www.youtube.com/watch?v=PqByphUzeEI
2013
https://www.youtube.com/watch?v=qWMeyoqISPE

-------------------------

Berkeley Open Course
https://www.youtube.com/user/UCBerkeley/videos?flow=grid&view=1

Computer Science 170, 001 - Spring 2012
Efficient Algorithms and Intractable Problems
https://www.youtube.com/playlist?list=PLFA7F9DF3120C47E5

Computer Science 188 - Introduction to Artificial Intelligence
https://www.youtube.com/playlist?list=PLF1A9D9034225FC92

CS 162 Operating System 2013 Spring
https://www.youtube.com/playlist?list=PL-XXv-cvA_iCrnl0625nXp4GimjT-cv_1

Computer Science 61B, 001 - Spring 2013 Data Structure
https://www.youtube.com/playlist?list=PL-XXv-cvA_iCZphAM_CG499wyMaJh_6dW
Computer Science 61B, 001 - Fall 2012 Data Structure
https://www.youtube.com/playlist?list=PL352C71372073F900

Computer Science 61A, 001 - Spring 2013
The Structure and Interpretation of Computer Programs
https://www.youtube.com/playlist?list=PL-XXv-cvA_iClNatU-2wXzkfR2TtFlmqv

Computer Science 169, 001 - Fall 2012 : Software as a Service
https://www.youtube.com/playlist?list=PL-XXv-cvA_iDTKE56ZRv92RJNnLmy2aZh

Computer Science 184 - Computer Graphics Lecture Series
https://www.youtube.com/playlist?list=PL-XXv-cvA_iBifi0GQVF1R9M_QBWw3xgG

Edited 2013/06/08
Edited 2012/12/15

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