Holiday
ESS工科 503 T3T4R3R4
This is an introductory course for statistics and probability for undergraduate students. The purpose of this course is to introduce the methods to handle the variability of experimental data and explain how to apply them to real engineering problems. Topics include the basic concepts of probability, discrete and continuous random variables, probability distributions, sampling distributions, point estimation of parameters, interval estimation for a single sample, various hypothesis tests, linear regression and logistic regression.
Course keywords: probability, statistics, hypothesis test, linear regression 一、課程說明(Course Description) This is an introductory course for statistics and probability for undergraduate students. The purpose of this course is to introduce the methods to handle the variability of experimental data and explain how to apply them to real engineering problems. Topics include the basic concepts of probability, discrete and continuous random variables, probability distributions, sampling distributions, point estimation of parameters, interval estimation for a single sample, various hypothesis tests, linear regression, logistic regression, etc. 預備知識: 微積分、工數一。 二、指定用書(Text Books) Montgomery/Runger, Applied Statistics and Probability for Engineers, 7th ed., John Wiley & Sons 2019 三、參考書籍(References) 1. Johnson, Miller & Freund's Probability and Statistics for Engineers, Pearson (9th Ed.) 2018 2. Hayter, Probability and Statistics for Engineers and Scientists, 4th ed., Brooks/Cole 2012. 四、教學方式(Teaching Method) 板書授課,每周授課150分鐘 五、教學進度(Syllabus) 1. Basic concepts of probability 2. Discrete and continuous random variables 3. Probability distributions 4. Sampling distributions 5. Point estimation of parameters 6. Interval estimation 7. Hypothesis tests 8. linear regression 9. logistic regression 六、成績考核(Evaluation) 1. Homework 30% 2. Midterm exam 35% 3. Final exam 35% 4. 點名(加分用) 七、可連結之網頁位址 上次開課(2023 spring) 課程進度與內容,請參考: http://mx.nthu.edu.tw/~pyhsiao/2023/2023_ess304000/2023_ess304000.htm NB. 本課程無涉及AI使用
Average Percentage 82.85
Std. Deviation 11.55
本課程上150分鐘,其餘時間由教授視情形彈性運用。
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