Calculus For Data Science: University Level Course

所在平台: Udemy

课程主页: https://www.udemy.com/course/fundamental-of-sequence-and-series-calculus-3/

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课程简介

课程名称:数据科学中的微积分:大学水平课程 课程概述:本课程将学习数据科学和机器学习中的微积分。微积分在工程和数据分析领域得到广泛应用。我们将专注于微积分及其在数据科学和机器学习中的应用,解决与之相关的多种问题和练习。本课程时长13.5小时,分为9个部分,旨在提升高级微积分技能。该课程已在多所大学的本科和研究生课程中教授。 本课程采用白板视频授课,可以在每个视频中深入学习定积分和不定积分,以及微分的一些基本知识。我们将掌握微分法则,学习一阶微分方程和高阶微分方程,同时讨论解决这些方程的不同技巧。建议每个视频观看两遍,避免一次性完成课程,并在两周内完成学习。 本课程独特,其他平台上没有类似的课程。课程设计采用书写平板,讲解清晰,并得到了全球学生的高度评价。根据Udemy的政策,这是一个无风险的课程,您可以放心注册,如果有任何问题,可以直接与讲师沟通。 课程内容包括: - 什么是数列? - 收敛和发散的数列 - 有界和单调数列 - 什么是无限级数? - 无限级数的收敛与发散 - 比例和根测试 - 交替级数测试 - 级数的绝对收敛与条件收敛 - 幂级数的收敛 - 以及与以上主题相关的许多例子和练习 如果您对讲师信息感兴趣,可以访问讲师在Udemy上的个人资料了解更多。

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课程详情

In this course we will learn calculus for data science and machine learning. Calculus is vastly using in many engineering and data analysis field. Our discussion will focus on calculus and its application in data science and machine learning. We will solve many problems and exercise of calculus related with data science and machine learning.This course is 13.5 hours videos course in sequences and series. There are total 9 sections in this course. The purpose of this course is to enhance the calculus skill at advance level. This course is being taught in different universities at bachelor and master level. I have taught this course many times in university. I recommend to the students if they wants to take this course then take a look in the content section of this course. I also recommend to the students that they should take my first course which is calculus 1 & 2. Remember that the calculus 1 is very basic course and this course is a little advance course. Since it is practical course, therefore the main contents that we will discuss in this course are sequence and series and some concepts integral and differential calculus. The integral and differential calculus is vastly using in data science and machine learning. In the integral calculus we will master the definite and indefinite integrals along with some word problems. In the differential calculus we will learn the rules of differentiation. W e will also learn the first order differential equation and higher order differential equations. We will discuss the different techniques to solve the first order differential equations and higher order differential equations.The videos on integral and differential calculus are white board constructed. The length of each video in this section is a little longer but all the videos are high definition videos. I suggest you please watch each video twice and don't skip any video. Also complete the course in two week and don't complete it in only one sitting. This is the unique course and there is not any other course on udemy or any other platform in calculus for data science and machine learning. The course has designed on writing tablet. The technique that has been used in this course is very simple. The explanations are very nice. Many students around the globe have given this course good rating and they like it very much.This is risk free course by the udemy policy and terms. You can enroll without any hesitation. You can discuss with your instructor of any concept bu putting the direct message The instructor will give your question promptly.If you want to know about the instructor introduction before taking this course, then please visit the instructor profile which is live on udemy.CONTENTS SECTIONSWhat are sequences?Convergent and divergent sequences.Bounded and monotonic sequences.What is an infinite series?Convergence and divergence of an infinite series.Ratio and root test.Alternating series test.Absolutely and conditionally convergence of a series.Convergence of a power series.And many examples and exercises related to above topics.

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