Probability and Statistics for Business and Data Science

所在平台: Udemy

课程主页: https://www.udemy.com/course/probability-and-statistics-for-business-and-data-science/

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课程简介

课程名称:商业与数据科学中的概率与统计 课程概述:欢迎参加“商业与数据科学中的概率与统计”课程!本课程将涵盖您在商业和数据科学领域成功所需的概率与统计知识。我们将通过理论和实际应用来探讨统计学在现实问题中的运用。每个模块包含示例题、在线测验和评估测试。 课程内容包括: - 数据基础及其测量(集中趋势和离散度) - 双变量数据源的关系 - 概率概念,组合与排列,条件概率及贝叶斯定理 - 常见统计分布(均匀分布、二项分布、泊松分布和正态分布) - 与真实商业案例相关的统计应用,包括假设检验和学生T分布 - 高级主题,如方差分析(ANOVA)、回归分析及卡方分析 课程模块化,按主题组织,便于您随时参考。我们提供高质量高清视频和丰富的案例研究,帮助您将所学知识应用于实际问题。 此外,您还可以访问在线问答论坛和学员聊天室,教师助理和我会乐于解答您的问题。课程完成后,您将获得一份结业证书,可在LinkedIn上展示,以便向同事或潜在雇主展示您的学习成果。该课程提供30天退款保证,您可以无风险尝试。 立即加入我们,开始学习吧!

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课程详情

Welcome to Probability and Statistics for Business and Data Science!In this course we cover what you need to know about probability and statistics to succeed in business and the data science field!This practical course will go over theory and implementation of statistics to real world problems. Each section has example problems, in course quizzes, and assessment tests. We'll start by talking about the basics of data, understanding how to examine it with measurements of central tendency, dispersion, and also building an understanding of how bivariate data sources can relate to each other.Afterwards we'll dive into probability , learning about combinations and permutations, as well as conditional probability and how to apply bayes theorem.Then we'll move on to discussing the most common distributions found in statistics, creating a solid foundation of understanding how to work with uniform, binomial, poisson, and normal distributions.Up next we'll talk about statistics, applying what we've learned so far to real world business cases, including hypothesis testing and the student's T distribution.We'll end the course with 3 sections on advanced topics, such as ANOVA (analysis of variance), understanding regression analysis, and finally performing chi squared analysis.The sections are modular and organized by topic, so you can reference what you need and jump right in!Our course includes HD Video with clear explanations and high quality animations, we also include extensive case studies to show you how to apply this knowledge to the real world.We'll cover everything you need to know about statistics and probability to clearly tackle real world business and data science problems!Including: Measurements of DataMean, Median, and ModeVariance and Standard DeviationCo-variance and CorrelationPermutations and CombinationsUnions and IntersectionsConditional ProbabilityBayes TheoremBinomial DistributionPoisson DistributionNormal DistributionSamplingCentral Limit TheoremHypothesis TestingT-Distribution TestingRegression AnalysisANOVAChi Squaredand much more!Not only do you get great technical content, but you'll also have access to our online QA forums as well as our student chat channel. Where the TAs and myself are happy to help out with any questions you encounter! Upon finishing this course you'll receive a certificate of completion you can post on your linkedin profile to show off to your colleagues, or even potential employers!All of this content comes with a 30 day money back guarantee, so you can try out the course risk free!So what are you waiting for? Enroll today and we'll see you inside the course!

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