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所在平台: Udemy |
课程主页: https://www.udemy.com/course/math-for-data-science-masterclass/
课程评论：没有评论
**课程名称：** 数学在数据科学中的应用大师课 (Math for Data Science Masterclass) **课程概述：** 本课程由 Krista King 和 Jose Portilla 强强联手打造，致力于帮助学员理解数据科学领域所必需的数学基础知识。课程旨在为学员提供从第一性原理出发的深度理解，从而有效地利用数据解决现实世界中的数据科学问题。课程特别为那些对数据科学数学基础感到困惑的入门者设计，提供一条清晰、指导性的学习路径，平衡理论与实践，是深入学习数据科学的理想选择。 **课程特色：** * **汇聚顶尖师资：** 两位讲师共教授超过320万学生， Krista 提供清晰的数学概念讲解，Jose 则侧重于现实数据科学应用场景的引入。 * **实战导向：** 每节课后都设有基于真实公司案例的练习题，供学员巩固和检验所学知识。 **课程内容：** 本课程涵盖了数据科学中的关键数学概念，包括： * 数据概念理解 * 离散度和集中趋势的测量 * 数据可视化方法 * 排列与组合 (Permutations and Combinatorics) * 贝叶斯定理 (Bayes' Theorem) * 随机变量 (Random Variables) * 联合分布 (Joint Distributions) * 协方差与相关性 (Covariance and Correlation) * 概率质量函数与概率密度函数 (Probability Mass and Density Functions) * 二项分布、伯努利分布与泊松分布 (Binomial, Bernoulli, and Poisson Distributions) * 正态分布与Z分数 (Normal Distribution and Z-Scores) * 抽样与偏差 (Sampling and Bias) * 中心极限定理 (Central Limit Theorem) * 假设检验 (Hypothesis Testing) * 线性回归 (Linear Regression) * 以及更多内容。 **结语：** 立即报名，与 Krista 和 Jose 一起开启您的数据科学数学学习之旅！
Welcome to the best online course for learning about the Math behind the field of Data Science!Working together for the first time ever, Krista King and Jose Portilla have combined forces to deliver you a best in class course experience in how to use mathematics to solve real world data science problems. This course has been specifically designed to help you understand the mathematical concepts behind the field of data science, so you can have a first principles level understanding of how to use data effectively in an organization.Often students entering the field of data science are confused on where to start to learn about the fundamental math behind the concepts. This course was specifically designed to help bridge that gap and provide students a clear, guided path through the complex and interesting world of math used in the field of data science. Designed to balance theory and application, this is the ultimate learning experience for anyone wanting to really understand data science.Why choose this course?Combined together, Krista and Jose have taught over 3.2 million students about data science and mathematics and their joint expertise means you'll be able to get the best and clearest mathematical explanations from Krista with framing about real world data science applications from Jose. At the end of each section is a set of practice problems developed from real-world company situations, where you can directly apply what you know to test your understanding.What's covered in this course?In this course, we'll cover:Understanding Data ConceptsMeasurements of Dispersion and Central TendencyDifferent ways to visualize dataPermutationsCombinatoricsBayes' TheoremRandom VariablesJoint DistributionsCovariance and CorrelationProbability Mass and Density FunctionsBinomial, Bernoulli, and Poisson DistributionsNormal Distribution and Z-ScoresSampling and BiasCentral Limit TheoremHypothesis TestingLinear Regressionand much more!Enroll today and we'll see you inside the course!Krista and Jose
