Support Vector Machine in R | SVM Algorithm Explained with Example | Data Science in R | Simplilearn

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This Support Vector Machine in R tutorial video will help you understand what Support Vector Machines are, and the basics of the SVM kernel. You will look at a use case to learn SVM Algorithm with an example where we will classify horses and mules from a given data set using the SVM algorithm.

Below topics are explained in this Support Vector Machine in Rvideo:
00:00 - 00:42 Agenda for SVM tutorial
00:42 - 01:14 What is Machine Learning?
01:14 - 03:15 Machine Learning algorithms
03:15 - 03:59 Supervised Learning - Classification
03:59 - 04:30 What is a support vector machine?
04:30 - 11:03 Understanding support vector machine in R
11:03 - 13:17 Understanding SVM kernel
13:17 - 21:02 Use case: Classifying horses and mules

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What are Support Vector Machines?
Support Vector Machines are powerful supervised learning algorithms for both classification and regression. It is a discriminative classifier that is formally defined by a separating hyperplane. So given labelled training data, the algorithm outputs an optimal hyperplane that categorizes new examples.

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Svm explanation starts at 5:00 and example code at 14:33. Excellent progression in this video!

caseyj

Absolutely great for a good beginner intuition!

yasinilulea

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Do you have any questions on this topic? Please share your feedback in the comment section below and we'll have our experts answer it for you.

Thanks for watching the video. Cheers!

SimplilearnOfficial

Nice explanation of SVK for beginners along with simple example that will set the platform for budding Data Scientist to explore more on SVK. Thanks for to the point and clear explanation.

hameedhm

Great video! Very well explained starting from pure intuition and ending with the R example. Thank you!

Sabriel

very nice video on SVM, it would be more helpful in learning SVM if you can provide the data set and the code

ravikhandsiya

Great Video! can I ask for the dataset? can't find the data on the video description, thank you.

pinkychua

Not too hard to understand for a beginner like me. Thank you so much!

BukanReviewBR

Nice way to introduce SVM to beginners.

srishtirao

Useful VDO ! Request to share the dataset.

sudiptomitra

Hi Thanks for this great video. i would like to have the dataset and the R code pls

tharangagunawardena

Can I please get a solved example of how to select the support vectors and calculate the margin for that particular hyperplane?

rutujashinde

Hi could I get the dataset and code? I've subscribed to your channel. It's awesome!

positivevines

Can you share hands on or any link for svm classification on raster/satellite data?

prateekverma

from where can I get the R code that you used to plot horse versus mule data and to plot also the hyper plane ?

duaashaalan

Hello .. Please can you help me with my project I need the code and data.

dhuhakhalaf

why ishorse is equal to rep(-1, 10), rep(+1, 10)?

vandread

I'd love to get the code for that

jordanenniehaggerty

Can I please get a copy of the dataset

anitachang

Can you please share the dataset and code...

AshishShukla-girz

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