Machine Learning With Python Video 17 : Support Vector Regression (SVR)

In this video we will discuss about support vector regression that is a part of support vector machine , as we know support vector machines can be used for both regression and classification data type .SVMs solve binary classification problems by formulating them as convex optimization problems. The optimization problem entails finding the maximum margin separating the hyperplane, while correctly classifying as many training points as possible. SVMs represent this optimal hyperplane with support vectors.

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[vishalvanpariya]

I'd like to understand how SVR works theoretically, you didn't mention that

[nyenshusebrengma]

Explained in a very simple and understandable manner. 💖👍

[tungbop]

thank you very much for your very clear explanation

[annidanr]

Can you help me to give me what's the title of book for support vector regression in complete mathematical formulas ?

Please. Thi

[asifahmed]

Why u did not use train test split, how u know the model accuracy?

[dellaoktaviani]

Hallo Mr, can u explain with mathematics consept to SVR ?

[neerajsingh]

you should change the video title to SVM, I was looking for some deep explanations here for SVR

[rafsunahmad]

Is hyper plane plays that role which best fitted line plays in linear regression?

[SanjeevKumar-ncrt]

In interview they asked this question. Support vector regression.. every mentor is saying this is not important than why they ask math behind svr. I couldn't answer it. Now i am searching for another video where svr math institution is explained.

[priyabratamohanty]

not explained properly..you did not say how new point value will be calculated?

[ajaykushwaha]

While choosing dependent and independent variables how to select the particular variables in python which we wants to make dependent and independent.

[ananyaroy]

Hello sir, i am new in the field of machine learning and python...how can i check the accuracy of the predicted line?? I mean to say The value of R^2 and RMSE..

[karanseth]

I think you took this dataset from Machine learning course from Udemy.

[NE_tiger]

Thank you for this video!I would like to know how to draw a diagram like this.Can someone help me?

[Epimack_s]

Thanks for the nice elaboration. I was trying to figure out how to do SVR for more than one independent variable ( multiple regression ). Any video of that please. !! Thanks in advance

[ozantahta]

I was trying to write accuracy score from sklearn library. But I didnt. How can we write accuracy score ?