Are you interested in Data Science but lack the math background for it? Has math always been a tough subject that you tend to avoid? This course will provide an intuitive understanding of foundational integral calculus, including integration by parts, area under a curve, and integral computation. It will also cover root-finding methods, matrix decomposition, and partial derivatives.
课程信息
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100% 在线
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第 3 门课程（共 3 门）
中级
Beginning algebra and basic function graphing.
完成时间大约为4 小时
英语（English）
字幕：英语（English）
您将学到的内容有
Practice integrating by parts for more complex problems.
Identify how bisection works after its given an initial guess.
Diagonalize a matrix by hand.
Compute the partial derivatives of a function.
您将获得的技能
- Singular Value Decomposition (SVD)
- root-finding
- Integrals
- Partial Derivative
- matrix diagonalization
可灵活调整截止日期
根据您的日程表重置截止日期。
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
第 3 门课程（共 3 门）
中级
Beginning algebra and basic function graphing.
完成时间大约为4 小时
英语（English）
字幕：英语（English）
提供方
科罗拉多大学波德分校
CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies.
立即开始攻读硕士学位
此 课程 隶属于 科罗拉多大学波德分校 提供的 100% 在线 Master of Science in Data Science。
如果您被录取参加全部课程，您的课程将计入您的学位学习进程。
授课大纲 - 您将从这门课程中学到什么
完成时间为 1 小时
Area Under The Curve
Explore the notion of area under a curve, how that relates to the integral and compute basic integrals.
完成时间为 1 小时
5 个视频 （总计 23 分钟）, 1 个阅读材料, 4 个测验
完成时间为 26 分钟
Numerical Analysis Intro
Introduction to Numerical Analysis using 2 root-finding methods.
完成时间为 26 分钟
2 个视频 （总计 16 分钟）
完成时间为 1 小时
Diagonalization & SVD
Explore general matrix decomposition, as well as a specialized and useful version called Singular Value Decomposition.
完成时间为 1 小时
7 个视频 （总计 37 分钟）
完成时间为 1 小时
Partial Derivatives & Steepest Descent
We will learn a core calculus concept called partial derivatives, as well as delving into directional derivatives and their usefulness in higher level statistics.
完成时间为 1 小时
5 个视频 （总计 36 分钟）
关于 Expressway to Data Science: Essential Math 专项课程
Data Science is growing rapidly, creating opportunities for careers across a variety of fields. This specialization is designed for learners embarking on careers in Data Science. Learners are provided with a concise overview of the foundational mathematics that are critical in Data Science. Topics include algebra, calculus, linear algebra, and some pertinent numerical analysis. Expressway to Data Science is also an excellent primer for students preparing to complete CU Boulder’s Master of Science in Data Science program.
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