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 teach you the most fundamental Linear Algebra that you will need for a career in Data Science without a ton of unnecessary proofs and concepts that you may never use. Consider this an expressway to Data Science with approachable methods and friendly concepts that will guide you to truly understanding the most important ideas in Linear Algebra.
课程信息
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第 2 门课程（共 3 门）
中级
Beginning algebra and basic function graphing.
完成时间大约为8 小时
英语（English）
字幕：英语（English）
您将学到的内容有
Solve real-world problems using the foundational concept of matrices and explain where those problems might arise.
Recognize what a matrix represents in n-dimensional space and how transformations act in that space
Identify key properties of any system of equations, such as independence, basis, rank, and more, and what they mean for the overall system.
Demonstrate your understanding of projections in lower dimensions, while being able to carry out higher dimension projections for real-world problems
您将获得的技能
- Derrivatives
- Integrals
- Algebra
- Matrix Algebra
- Numerical Analysis
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 2 门课程（共 3 门）
中级
Beginning algebra and basic function graphing.
完成时间大约为8 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
Linear Systems and Gaussian Elimination
In this module we will learn what a matrix is and what it represents. We will explore how a system of linear equations can be expressed in a neat package via matrices. Lastly, we will delve into coordinate systems and provide visualizations to help you understand matrices in a more well-rounded way.
完成时间为 1 小时
13 个视频 （总计 74 分钟）
完成时间为 1 小时
Matrix Algebra
In this module we will learn how to solve a linear system of equations with matrix algebra.
完成时间为 1 小时
6 个视频 （总计 35 分钟）
完成时间为 2 小时
Properties of a Linear System
In this module we will explore concepts and properties of linear systems. This includes independence, basis, rank, row space, column space, and much more.
完成时间为 2 小时
15 个视频 （总计 87 分钟）
完成时间为 1 小时
Determinant and Eigens
In this module we will discuss projections and how they work. We will build on a foundation using 2-dimensional projections and explore the concept in higher dimensions over time.
完成时间为 1 小时
8 个视频 （总计 51 分钟）
审阅
- 5 stars78.57%
- 4 stars14.28%
- 3 stars7.14%
来自ESSENTIAL LINEAR ALGEBRA FOR DATA SCIENCE的热门评论
由 LH 提供May 9, 2022
Well-explained and comprehensive. I thought it was going to be a rough course but Professor Bird is very thorough and concise in his lectures.
由 SR 提供Apr 29, 2022
A very succint course. It's great for a beginner and can be easily understood. :) The quizzes are easy too.
由 RP 提供Apr 23, 2022
Simple to follow. Easily explained. Good for revision as well as starting fresh
由 CY 提供Apr 27, 2022
Great introduction to Linear Algebra for beginners!
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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