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Bias Variance Tradeoff

4.54
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Beginner

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0.75 Hrs

Learning hours

984

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Skills you’ll Learn

About this Free Certificate Course

 

In simple words, bias means how far you have come in predicting the desired value from your actual value. It is an approach that can ultimately make or break the model in favor or against your idea. It can also be thought of as a methodological error in your machine learning model due to inappropriate assumptions made by you during the making of that model. Variance is the reverse of bias, It is called the variance when your model performs exceptionally well on the training dataset yet fails to live up to the same standards when running it on an entirely new dataset. The trade-off is simply the tension that exists between the error that is introduced by bias and variance.

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Course Outline

Agenda of Bias and Variance
Introduction to Bias and Variance
Bias and Variance in Machine Learning
Bias vs Variance
Bias Variance Trade-Off
Hands-on for Bias and Variance Tradeoff
Summary of Bias and Variance

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4.54
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Ratings & Reviews of this Course

Reviewer Profile
Vishal Randhawa

5.0

“Comprehensive Bias and Variance Tradeoff Course”
This course provided an in-depth explanation of the bias-variance tradeoff, making it easy to understand this crucial concept. The instructor's clear explanations and practical examples made the content engaging. The quizzes and assignments were thought-provoking and helped reinforce my understanding. Highly recommended for anyone looking to master this topic!
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Reviewer Profile
Syeda Maria Azfar

5.0

“In-Depth Explanation of Bias and Variance Tradeoff”
In-depth explanation without the use of jargon. It was easy to understand and got my basics clear.
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Bias Variance Tradeoff

0.75 Learning Hours . Beginner

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Frequently Asked Questions

Will I get a certificate after completing this Bias Variance Tradeoff free course?

Yes, you will get a certificate of completion for Bias Variance Tradeoff after completing all the modules and cracking the assessment. The assessment tests your knowledge of the subject and badges your skills.

How much does this Bias Variance Tradeoff course cost?

It is an entirely free course from Great Learning Academy. Anyone interested in learning the basics of Bias Variance Tradeoff can get started with this course.

Is there any limit on how many times I can take this free course?

Once you enroll in the Bias Variance Tradeoff course, you have lifetime access to it. So, you can log in anytime and learn it for free online.

Can I sign up for multiple courses from Great Learning Academy at the same time?

Yes, you can enroll in as many courses as you want from Great Learning Academy. There is no limit to the number of courses you can enroll in at once, but since the courses offered by Great Learning Academy are free, we suggest you learn one by one to get the best out of the subject.

Why choose Great Learning Academy for this free Bias Variance Tradeoff course?

Great Learning Academy provides this Bias Variance Tradeoff course for free online. The course is self-paced and helps you understand various topics that fall under the subject with solved problems and demonstrated examples. The course is carefully designed, keeping in mind to cater to both beginners and professionals, and is delivered by subject experts. Great Learning is a global ed-tech platform dedicated to developing competent professionals. Great Learning Academy is an initiative by Great Learning that offers in-demand free online courses to help people advance in their jobs. More than 5 million learners from 140 countries have benefited from Great Learning Academy's free online courses with certificates. It is a one-stop place for all of a learner's goals.

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Enrolling in any of the Great Learning Academy’s courses is just one step process. Sign-up for the course, you are interested in learning through your E-mail ID and start learning them for free online.

Will I have lifetime access to this free Bias Variance Tradeoff course?

Yes, once you enroll in the course, you will have lifetime access, where you can log in and learn whenever you want to. 

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