Master the Fundamentals of Probability and Statistics

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课程名称:掌握概率与统计基础 (Master the Fundamentals of Probability and Statistics) 课程简介: 本课程专为正在学习大学级别概率与统计、IGCSE/GCE A 级、IB HL 数学考试的学生,以及任何对概率与统计基础感兴趣的学习者设计。 课程目标: 学完本课程后,学习者将掌握以下大部分或全部内容,具体取决于所参加的考试: * 排列与组合 (Permutations and Combinations) * 古典概率与条件概率 (Classical Probability and Conditional Probability) * 离散随机变量 (Discrete Random Variables) * 二项分布、泊松分布、几何分布和负二项分布 (Binomial Distribution, Poisson Distribution, Geometric Distribution and Negative Binomial Distribution) * 连续随机变量 (Continuous Random Variables) * 累积分布函数 (Cumulative Density Functions) * 正态分布 (Normal Distributions) * 抽样、中心极限定理和估计理论 (Sampling, Central Limit Theorem and Estimation Theories) * 假设检验 (Hypothesis Testing) * 置信区间 (Confidence Intervals) * 相关与回归 (Correlations and Regression) 学习方式: 课程中包含测验和练习题,帮助学习者熟悉概念。可能还会有额外讲座,以进一步加深理解。 讲师:Ling 博士 (Dr Ling, PhD)

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Dear students,Welcome to this course "Master the Fundamentals of Probability and Statistics"!This course is designed specially for students who are: doing college-level probability and statistics, taking their IGCSE/GCE A level, the IB HL Math examinations or simply anyone who is interested to learn the basics of probability and statistics.At the end of the course, and depending on which exams you are taking, you will learn most/all of the following:Permutations and CombinationsClassical Probability and Conditional ProbabilityDiscrete Random VariablesBinomial Distribution, Poisson Distribution, Geometric Distribution and Negative Binomial DistributionContinuous Random VariablesCumulative Density FunctionsNormal DistributionsSampling, Central Limit Theorem and Estimation TheoriesHypothesis TestingConfidence IntervalsCorrelations and RegressionAlong the way, there will be quizzes and practice questions for you to get familiarized with the concepts. There may also have bonus lectures which will further enhance your understanding of the topics. If you encounter any problems, please do not hesitate to contact me for more clarifications. I hope that you will find this course useful in your academic and professional pursuit. Enjoy the course! Cheers! ;-)Dr Ling, PhDoo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo oo

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