Are there hands-on activities included?

Yes, the course includes structured exercises and real-world case studies such as profit prediction to help you apply regression techniques effectively.

What will I get if I purchase the Certificate?

When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Is financial aid available?

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

Introduction to Linear Regression Training

Introduction to Linear Regression Training

位教师：Priyanka Mehta

包含在 Coursera Plus 中

了解更多

2个模块

深入了解一个主题并学习基础知识。

初级等级

推荐体验

2 小时完成

灵活的计划

自行安排学习进度

2个模块

深入了解一个主题并学习基础知识。

初级等级

推荐体验

2 小时完成

灵活的计划

自行安排学习进度

您将学到什么

Understand core machine learning concepts and linear regression fundamentals.
Differentiate and apply simple and multiple linear regression techniques.
Analyze real-world case studies like profit estimation for practical insights.
Build predictive models and extract actionable business insights with confidence.

您将获得的技能

要了解的详细信息

可分享的证书

添加到您的领英档案

了解顶级公司的员工如何掌握热门技能

了解关于 Coursera for Business 的更多信息

Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

该课程共有2个模块

This foundational course on linear regression equips you with the essential knowledge and hands-on skills to build predictive models. Begin with core ML concepts and algorithms, then progress to simple and multiple linear regression techniques. Learn how regression is applied in real-world scenarios, including a detailed profit estimation case study, to strengthen both theory and practice for data-driven decision-making.

No prior machine learning knowledge is required. By the end of this course, you will be able to: - Grasp ML Basics: Understand core machine learning concepts and algorithms - Master Regression: Differentiate between simple and multiple linear regression - Apply Techniques: Use regression models to solve real-world business problems - Interpret Insights: Analyze regression outcomes and extract actionable predictions - Build Confidence: Strengthen both theoretical knowledge and practical application Ideal for professionals seeking to develop strong foundations in machine learning and predictive analytics.

Master the foundations of linear regression in this beginner-friendly module. Start with an overview of machine learning and its core algorithms before diving into real-world applications of regression. Learn step-by-step concepts of simple and multiple linear regression, gain clarity through structured parts, and build the skills to apply regression models effectively in predictive analytics.

涵盖的内容

7个视频1篇阅读材料4个作业1个插件

7个视频总计15分钟

Course Overview2分钟
Introduction to Machine Learning1分钟
Machine Learning Algorithms1分钟
Applications of Linear Regression0分钟
Understanding Linear Regression - Part 13分钟
Understanding Linear Regression - Part 24分钟
Multiple Linear Regression0分钟

1篇阅读材料总计10分钟

Course Syllabus10分钟

4个作业总计64分钟

Quiz on Getting Started with Linear Regression6分钟
Quiz on Core Concepts of Linear Regression12分钟
Quiz on Understanding Regression12分钟
Assessment for Foundations of Linear Regression34分钟

1个插件总计15分钟

Foundations of Linear Regression: Concepts and Applications15分钟

This module on applying linear regression helps you translate theory into practice with real-world business scenarios. Explore a detailed case study on profit estimation, broken into step-by-step parts to build hands-on experience in applying regression models. Conclude with key takeaways that reinforce concepts and equip you to leverage linear regression for accurate company profit predictions.

涵盖的内容

4个视频1个作业1个插件

4个视频总计19分钟

Use Case - Profit Estimation of a company - Part 16分钟
Use Case - Profit Estimation of a company - Part 26分钟
Use Case - Profit Estimation of a company - Part 36分钟
Key Takeaways0分钟

1个作业总计6分钟

Assessment for Applying Linear Regression6分钟

1个插件总计15分钟

Applying Linear Regression: Profit Estimation Case Study15分钟

位教师

Priyanka Mehta

Simplilearn

62 门课程26,194 名学生

提供方

Simplilearn

从 Machine Learning 浏览更多内容

状态：免费试用
Illinois Tech
Linear Regression
课程
状态：免费试用
IBM
Supervised Machine Learning: Regression
课程
状态：预览
IBM
Machine Learning Introduction for Everyone
课程
状态：免费试用
Fractal Analytics
Foundations of Machine Learning
课程

人们为什么选择 Coursera 来帮助自己实现职业发展

Felipe M.

自 2018开始学习的学生

''能够按照自己的速度和节奏学习课程是一次很棒的经历。只要符合自己的时间表和心情，我就可以学习。'

Jennifer J.

自 2020开始学习的学生

''我直接将从课程中学到的概念和技能应用到一个令人兴奋的新工作项目中。'

Larry W.

自 2021开始学习的学生

''如果我的大学不提供我需要的主题课程，Coursera 便是最好的去处之一。'

Chaitanya A.

''学习不仅仅是在工作中做的更好：它远不止于此。Coursera 让我无限制地学习。'

通过 Coursera Plus 开启新生涯

无限制访问 10,000+ 世界一流的课程、实践项目和就业就绪证书课程 - 所有这些都包含在您的订阅中

了解更多

通过在线学位推动您的职业生涯

获取世界一流大学的学位 - 100% 在线

探索学位

加入超过 3400 家选择 Coursera for Business 的全球公司

提升员工的技能，使其在数字经济中脱颖而出

了解更多

常见问题

This course is ideal for students, analysts, data professionals, and beginners who want to build strong foundations in machine learning, regression, and predictive analytics.

No prior experience is required. A basic understanding of mathematics, statistics, or algebra is recommended.

You’ll learn machine learning basics, simple and multiple linear regression, predictive analytics, and practical applications like profit estimation case studies.

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.