Fixed and Mixed Effects Modelling
Learn how to distinguish between fixed and random effects, apply appropriate modeling techniques, and interpret results accurately through practical examples and hands-on python codes.
Prabhakaran SPrincipal Data Scientist
Included in All-Access, one membership for every course.
- Lessons
- 11
- Video
- 1 h 4 min
- Free to watch
- 9 lessons
- Certificate
- On completion
What you'll be able to do
- Understand the intuition and math behind Fixed and Mixed effects
- How to specify models?
- When to apply, example use cases
- Interpreting results
- What to do when results don't add up
- Hands on, work out and examples in Python
Course content
1 chapter · 11 lessons · 1 h 4 min · 9 free to preview
01Fixed and Mixed Effects Modelling11 lessons · 1 h 6 min
- Background of the problemPreview9:29
- Download Resources1:00
- What are mixed effects models?Preview7:00
- Problem StatementPreview3:38
- Build Linear RegressionPreview11:37
- Segmented Linear RegressionPreview3:26
- Course Review1:00
- Fixed Effect Model Modeling Cat as Fixed effectPreview7:29
- Is it a Fixed Effect or Random Effect?Preview3:02
- Mixed Effects Model FormulationPreview13:56
- Take Home ExercisePreview4:35
What you need
- Basics of Python
- Foundational knowledge of Data Science
- High school maths
Who this course is for
- Data Science Aspirants
- Data Science Professionals
- Software/Data engineers interested in quantitative analysis
- Professionals working with large datasets
- Data analysts, economists, researchers
Your instructor
Prabhakaran S
Principal Data Scientist
My name is Selva, and I am super excited to mentor you on this course!
I head the Data Science team for a global Fortune 500 company and over the last 10 years of my data science experience I've deployed 20+ global products. I'm also the Founder and Chief Author of Machine Learning Plus, which has over 4M annual readers.
I specialize in covering the in-depth intuition and maths of any concept or algorithm. And based on my existing student requests, I've put up the series of courses and projects with detailed explanations, just like on-the-job experience. Hope you love it!
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Questions
How do I get this course?
It is part of All-Access: one membership that opens all 85 courses. The plans and prices are on our course site. You can watch the free preview lessons before you join.
Can I get a refund?
Yes. If the membership is not right for you, ask for a refund within 30 days of your first payment.
Can I learn on my phone?
Yes. Lessons play in the browser on any phone, tablet or computer, and your place is saved for the next device.
I am already a member. Where are my courses?
On our course site, edu.machinelearningplus.com. Sign in there with the email you joined with. The courses move to this site later, with your access, and you will not pay again.
