2018-02-06

Statistics for Applications (Fall 2016) by Philippe Rigollet at MIT

# playlist: click the video's upper-left icon

source: MIT OpenCourseWare   2017年10月30日
MIT 18.650 Statistics for Applications, Fall 2016
View the complete course: http://ocw.mit.edu/18-650F16
Instructor: Philippe Rigollet
This course offers an in-depth the theoretical foundations for statistical methods that are useful in many applications. The goal is to understand the role of mathematics in the research and development of efficient statistical methods.
License: Creative Commons BY-NC-SA
More information at http://ocw.mit.edu/terms
More courses at http://ocw.mit.edu

1:18:03 Introduction to Statistics
1:17:09 Introduction to Statistics (cont.)
1:22:37 Parametric Inference
1:17:57 Parametric Inference (cont.) and Maximum Likelihood Estimation
1:16:32 Maximum Likelihood Estimation (cont.)
1:19:10 Maximum Likelihood Estimation (cont.) and the Method of Moments
1:18:51 Parametric Hypothesis Testing
1:18:33 Parametric Hypothesis Testing (cont.)
1:21:22 Parametric Hypothesis Testing (cont.)
10 1:22:48 Parametric Hypothesis Testing (cont.) and Testing Goodness of Fit
11 1:21:17 Testing Goodness of Fit (cont.)
12 1:16:02 Regression
13 1:13:59 Regression (cont.)
14 1:15:29 Regression (cont.)
15 1:18:06 Bayesian Statistics
16 1:03:06 Bayesian Statistics (cont.)
17 1:17:12 Principal Component Analysis
18 1:16:53 Principal Component Analysis (cont.)
19 1:15:14 Generalized Linear Models
20 1:17:20 Generalized Linear Models (cont.)
21 1:18:21 Generalized Linear Models (cont.)
22 54:45 Generalized Linear Models (cont.)

Biological Chemistry I (Fall 2013) by John Essigmann, JoAnne Stubbe, and Bogdan Fedeles at MIT

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source: MIT OpenCourseWare         2017年12月13日
MIT 5.07SC Biological Chemistry I (Fall 2013)
View the complete course: http://ocw.mit.edu/5-07SCF13
Instructor(s): Prof. John Essigmann, Prof. JoAnne Stubbe, Dr. Bogdan Fedeles
Biological chemistry is the study of life processes at the molecular level. This course examines the chemical and physical properties of the cell and its building blocks. Special emphasis is on the structures of proteins and principles of catalysis.
License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu

3:24 Lexicon of Biochemical Reactions: Introduction
24:18 Lexicon of Biochemical Reactions: Cofactors Formed from Vitamin B12
29:00 Lexicon of Biochemical Reactions: Vitamin B6 / PLP
29:44 Lexicon of Biochemical Reactions: Redox Cofactors
19:50 Problem Set 1, Problem 1: Sizes and Equilibria
1:05:51 5. Enzymes and Catalysis
33:14 Problem Set 2, Problem 1: Primary Structure
28:17 Problem Set 3, Problem 2: Proteases: Mechanisms of Inhibition
36:18 Carbonyl Chemistry
10 26:58 Problem Set 4, Problem 2: The Mechanism of HMG-CoA Synthase
11 15:34 Problem Set 5, Problem 5: How Mannose, an Isomer of Glucose, Enters Glycolysis
12 12:26 Introduction to Carbohydrate Catabolism
13 13:10 Problem Set 6, Problem 2: Mechanism of Phosphoglycerate Mutase
14 23:12 Glycolysis and Early Stages of Respiration
15 18:50 Respiration: TCA Cycle
16 21:01 Problem Set 7, Problem 1: Tracing Labels through Pathways
17 11:59 Maintenance of Redox Neutrality
18 20:03 Respiration: Electron Transport and Oxidative Phosphorylation
19 16:08 Problem Set 8, Problem 2: Bioenergetics of the Electron Transport Chain
20 21:13 Respiration: Proton Pumps and ATP Synthesis
21 11:50 Lipod Catabolism: Fatty Acid Beta-Oxidation
22 15:02 Special Cases in Fatty Acid Metabolism
23 26:20 Problem Set 9, Problem 1: Catabolism of Triacylglycerols
24 17:27 Ketogenesis, Diabetes, and Starvation
25 2:52 The Science Behind Type II Diabetes
26 3:10 Blood Sugar Fluctuations and Gluconeogenesis
27 2:52 When Your Breath Smells Like Nail Polish Remover
28 21:26 Fatty Acids and Lipid Biosynthesis
29 7:16 Carbohydrate Biosynthesis I: Glycogen Synthesis
30 19:20 Carbohydrate Biosynthesis II: Gluconeogenesis
31 19:55 Problem Set 10, Problem 3: Gluconeogenesis
32 56:13 Pentose Phosphate Pathway
33 27:29 PLP (Pyridoxal Phosphate) Reactions
34 34:02 Regulation of Metabolism

Data Science (Fall 2016) by John Guttag at MIT

# playlist: click the video's upper-left icon

source: MIT OpenCourseWare      2017年12月3日
MIT 6.0002 Introduction to Computational Thinking and Data Science, Fall 2016
View the complete course: http://ocw.mit.edu/6-0002F16
Instructor: John Guttag
This course provides students with an understanding of the role computation can play in solving problems. Student will learn to write small programs using the Python 3.5 programming language. More information at http://ocw.mit.edu/terms
More courses at http://ocw.mit.edu

40:57 Introduction and Optimization Problems
48:04 Optimization Problems
50:11 Graph-theoretic Models
49:50 Stochastic Thinking
49:21 Random Walks
50:05 Monte Carlo Simulation
50:29 Confidence Intervals
46:45 Sampling and Standard Error
47:06 Understanding Experimental Data
10 50:33 Understanding Experimental Data (cont.)
11 51:31 Introduction to Machine Learning
12 50:40 Clustering
13 49:54 Classification
14 49:25 Classification and Statistical Sins
15 44:43 Statistical Sins and Wrap Up

Learn to Build Your Own Videogame with the Unity Game Engine and Microsoft Kinect, IAP 2017 at MIT

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source: MIT OpenCourseWare       2017年10月13日
MIT RES.3-003 Learn to Build Your Own Videogame with the Unity Game Engine and Microsoft Kinect, IAP 2017
View the complete course: https://ocw.mit.edu/RES-3-003IAP17
Instructor: Kyle Keane, Mark Vrablic Mark Vrablic and Kyle Keane answer questions from students about the class, activities, and technology being used.
License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu

Collaborative Design & Creative Expression, IAP17 at MIT

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source: MIT OpenCourseWare     2017年9月7日
MIT RES.3-002 Collaborative Design and Creative Expression with Arduino Microcontrollers, IAP 2017
View the complete course: https://ocw.mit.edu/RES-3-002IAP17
Instructor: Kyle Keane, Andrew Ringler, Abhinav Gandhi, Mark Vrablic, MIT students
This collection of videos provides featured moments of class demos and student project presentations in the MIT short course on Collaborative Design and Creative Expression with Arduino Microcontrollers, taught in 2017 IAP.
License: Creative Commons BY-NC-SA
More information at https://ocw.mit.edu/terms
More courses at https://ocw.mit.edu

海洋環境與生態保育 Marine environment and ecological conservation / 謝議霆


source: GET 臺灣通識網General Education TW-開放式課程  2017年12月26日

9:14 CH01-1. 揚帆出發 
7:12 CH01-2. 揚帆出發 
8:47 CH01-3. 揚帆出發 
7:30 CH02-1. 認識海洋 
10:12 CH02-2. 認識海洋 - 海洋環境與生物多樣性簡介
10:45 CH02-3. 認識海洋 - 海洋環境與生物多樣性簡介 
3:46 CH07-1. :線上互動,遊戲海洋
6:15 CH07-2. :線上互動,遊戲海洋

統計與生活 Statistics and Life / 陳郁蕙


source: GET 臺灣通識網General Education TW-開放式課程   2017年12月20日

1:14:20 Unit.1 資料收集與整理
1:12:11 Unit.2 敘述性測度
58:55 Unit.3 機率
1:13:53 Unit.4 隨機變數及其常用的機率分配
1:32:07 Unit.5 抽樣分配
1:12:57 Unit.6 點估計與區間估計
1:31:33 Unit.7 假設檢定
1:12:47 Unit.8 簡單迴歸分析

防災與生活 Disaster protection and life / 吳仁明


source: GET 臺灣通識網General Education TW-開放式課程     2016年8月9日
http://get.aca.ntu.edu.tw/getcdb/hand...

CH 1. 課程介紹 31:50
CH 2. 快速變遷的自然環境 37:55
CH 3. 台灣的地震災害 37:05
CH 4. 台灣的颱風災害 26:02
CH 5. 台灣的土石流災害 32:50
CH 6. 台灣的土砂災害 31:35
CH 7. 台灣的人為災害  28:45
CH 8. 人與環境 19:23
CH 9. 校園環境探索 30:31
CH 10. 社區環境探索 33:59
CH 11. 綠色生活與永續環境 25:21

植物與糧食 Plant and Food / 劉麗飛


source: GET 臺灣通識網General Education TW-開放式課程   2017年8月15日

1:19:50 CH01. 植物與人類
1:29:19 CH02. 栽培植物 (作物)
1:35:50 CH03-1. 世界主要作物生產地區 
1:29:01 CH03-2. 世界主要作物生產地區
1:36:43 CH04. 人口與糧食的平衡
1:35:06 CH05. 植物與人類的營養
1:32:57 CH07. 由太陽能轉換到人類的糧食
1:35:41 CH09. 人類眼中的理想作物
1:32:40 CH11. 糧食作物生產與貿易的演變
10 1:16:16 CH12. 農業永續經營
11 1:31:14 CH13. 生物技術與作物生產

人與環境Human and Environment / 賴伯琦


source: GET 臺灣通識網General Education TW-開放式課程   2017年8月2日

7:02 從人類演化探究環境意識的內涵
25:05 CH1-1 人是第三種「猿」
13:25 CH1-2 人是第三種「猿」
21:38 CH1-3 人是第三種「猿」
20:47 CH2-1 從地景生態談土地倫理
16:05 CH2-2 從地景生態談土地倫理
30:23 CH2-3 從地景生態談土地倫理
23:20 CH3-1 土地倫理 :從李奧帕德談起
19:57 CH3-2 土地倫理 :從李奧帕德談起
10 21:21 CH3-3 土地倫理 :從李奧帕德談起
11 19:19 CH4-1 土地倫理
12 23:53 CH4-2 土地倫理
13 14:34 CH4-3 土地倫理
14 16:38 CH5-1 自然與社會的共同創造 
15 15:19 CH5-2 自然與社會的共同創造 
16 25:33 CH5-3 自然與社會的共同創造
17 11:40 CH5-4 自然與社會的共同創造
18 17:11 CH6-1 人類發展的未來 環境倫理學
19 12:23 CH6-2 人類發展的未來 環境倫理學
20 17:36 CH6-3 人類發展的未來 環境倫理學
21 19:15 CH7-1 從六輕的歷史性辯論探討「環境倫理」的意涵 
22 13:14 CH7-2 從六輕的歷史性辯論探討「環境倫理」的意涵 
23 22:32 CH7-3 從六輕的歷史性辯論探討「環境倫理」的意涵 
24 17:28 CH8-1 公民社會的環境倫理
25 18:12 CH8-2 公民社會的環境倫理
26 15:19 CH8-3 公民社會的環境倫理
27 19:37 CH9-1 生態美學 
28 13:37 CH9-2 生態美學
29 12:23 CH9-3 生態美學 
30 18:50 CH10-1 美學、生態與環境態度
31 14:23 CH10-2 美學、生態與環境態度
32 18:13 CH10-3 美學、生態與環境態度