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Stochastic Gradient Descent

4.38
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Beginner

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3.0 Hrs

Learning hours

1.2K+

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About this Free Certificate Course

Stochastic is a process involving a randomly determined sequence of observations, each of which is considered as a sample of one element from a probability distribution or, in simple terms, Random selection. In this course, you will learn about Stochastic Gradient Decent, how it works, the difference between SGD and Gradient Descent, Mini Batches, and momentum in this process.

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Course Outline

Introduction and Agenda of Stochastic Gradient Descent
Objective of Gradient Descent
Gradient Descent – The Algorithm
Types of Gradient Descent
Stochastic Gradient Descent
Is Stochastic Gradient Descent same as Gradient Descent?
Why is Stochastic Gradient Descent Needed ?
How Does Stochastic Gradient Descent Algorithm Works ?
Advantages of Stochastic Gradient Descent
Disadvantages of Stochastic Gradient Descent
Mini Batches in Gradient Descent
Momentum in Gradient Descent
Why Does Stochastic Gradient Descent Converge ?
Summary of Stochastic Gradient Descent

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Stochastic Gradient Descent

3.0 Learning Hours . Beginner

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Frequently Asked Questions

Will I get a certificate after completing this Stochastic Gradient Descent free course?

Yes, you will get a certificate of completion for Stochastic Gradient Descent 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 Stochastic Gradient Descent course cost?

It is an entirely free course from Great Learning Academy. Anyone interested in learning the basics of Stochastic Gradient Descent 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 Stochastic Gradient Descent 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 Stochastic Gradient Descent course?

Great Learning Academy provides this Stochastic Gradient Descent 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.

What are the steps to enroll in this Stochastic Gradient Descent course?

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 Stochastic Gradient Descent 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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