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所在平台: Udemy |
课程主页: https://www.udemy.com/course/statistics-probability/
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《成为概率与统计大师》是Coursera推出的一门课程，旨在帮助学习者掌握概率与统计学的复杂数学概念。本课程包含163个课时，提供视频和文字解释，涵盖了从概率到统计的各个方面。 课程内容组织清晰，主要包括： * **数据可视化**：涵盖条形图、饼图、维恩图、直方图和点图等。 * **数据分析**：涉及均值、中位数、众数，以及极差（Range）、四分位距（IQR）和箱线图（Box-and-whisker plots）。 * **数据分布**：讲解均值、方差、标准差，以及正态分布和z分数。 * **概率**：涵盖并集与交集、独立与相关事件以及贝叶斯定理。 * **离散随机变量**：包括二项分布、伯努利分布、泊松分布和几何分布。 * **抽样**：涉及研究类型、偏差（Bias）、样本均值/比例的抽样分布以及置信区间。 * **假设检验**：包括推断统计、显著性水平、第一类和第二类错误、检验统计量和p值。 * **回归分析**：涵盖散点图、相关系数、残差（Residual）、决定系数（Coefficient of Determination）、均方根误差（RMSE）以及卡方检验（Chi-square）。 课程特色包括： * **视频讲解**：教师将演示如何解决各类数学问题，从基础概念到复杂计算，并详细解释解题思路和步骤。 * **笔记**：提供关键概念总结，帮助学习者巩固记忆。 * **测验**：每个章节都设有测验，共45个，附带答案，帮助检验学习效果。 * **练习册**：提供8本额外的练习册，内含大量练习题，用于巩固所学知识。 学生反馈积极，认为该课程内容全面、讲解清晰有效，教师经验丰富，善于运用实例和教学工具。 此外，课程提供终身访问权限、Q&A版块的友好支持，以及可下载的Udemy结业证书，并提供30天退款保证。
HOW BECOME A PROBABILITY & STATISTICS MASTER IS SET UP TO MAKE COMPLICATED MATH EASY:This 163-lesson course includes video and text explanations of everything from Probability and Statistics, and it includes 45 quizzes (with solutions!) and an additional 8 workbooks with extra practice problems, to help you test your understanding along the way. Become a Probability & Statistics Master is organized into the following sections:Visualizing data, including bar graphs, pie charts, Venn diagrams, histograms, and dot plotsAnalyzing data, including mean, median, and mode, plus range and IQR and box-and-whisker plotsData distributions, including mean, variance, and standard deviation, and normal distributions and z-scoresProbability, including union vs. intersection and independent and dependent events and Bayes' theoremDiscrete random variables, including binomial, Bernoulli, Poisson, and geometric random variablesSampling, including types of studies, bias, and sampling distribution of the sample mean or sample proportion, and confidence intervalsHypothesis testing, including inferential statistics, significance levels, type I and II errors, test statistics, and p-valuesRegression, including scatterplots, correlation coefficient, the residual, coefficient of determination, RMSE, and chi-squareAND HERE'S WHAT YOU GET INSIDE OF EVERY SECTION:Videos: Watch over my shoulder as I solve problems for every single math issue you'll encounter in class. We start from the beginning.I explain the problem setup and why I set it up that way, the steps I take and why I take them, how to work through the yucky, fuzzy middle parts, and how to simplify the answer when you get it.Notes: The notes section of each lesson is where you find the most important things to remember. It's like Cliff Notes for books, but for math. Everything you need to know to pass your class and nothing you don't.Quizzes: When you think you've got a good grasp on a topic within a course, you can test your knowledge by taking one of the quizzes. If you pass, great! If not, you can review the videos and notes again or ask for help in the Q & A section.Workbooks: Want even more practice? When you've finished the section, you can review everything you've learned by working through the bonus workbook. The workbooks include tons of extra practice problems, so they're a great way to solidify what you just learned in that section.HERE'S WHAT SOME STUDENTS OF BECOME A PROBABILITY & STATISTICS MASTER HAVE TOLD ME:"Krista is an experienced teacher who offers Udemy students complete subject matter coverage and efficient and effective lessons/learning experiences. She not only understands the course material, but also selects/uses excellent application examples for her students and presents them clearly and skillfully using visual teaching aids/tools." - John"Really good, thorough, well explained lessons." - Scott F."This is my second course (algebra previously) from Ms. King's offerings. I enjoyed this course and learned a lot! Each video explains a concept, followed by the working of several examples. I learned the most by listening to Ms King's teaching of the concept, stopping the video, and then attempting to work the example problems. After working the problems, then watching her complete the examples, I found that I really retained the concepts. A great instructor!" - Charles M.YOU'LL ALSO GET:Lifetime access to Become a Probability & Statistics MasterFriendly support in the Q & A sectionUdemy Certificate of Completion available for download30-day money back guaranteeEnroll today!I can't wait for you to get started on mastering probability and statistics.- Krista:)
