Nonlinear Regression in machine learning using python.pptx

Nonlinear regression is a statistical method used to model relationships between variables when the data doesn't follow a straight line. It involves fitting a curve (rather than a straight line) to the data points, allowing for more complex patterns and relationships to be captured.

1. Nonlinear Regression

2. Nonlinear Regression • Examples of Linear VosnlNinea rData Sets • More examples of Nonli near Datasets • Why (or When) do we need to use Nonlinear Regression • What is Nonlinear Regres sion as compared to Linear Regression • How to impleme nt Nonlinear Regression • Use-cases

3. Linear Regressio n Nonlinear Regre ssion What is Nonlinear Regress ion (As Compared to Linear Regression) Michaeli-sMenten saturation curve of an enzyme r -eacti Nonlinear regressi ikipedi a Regression in Data Mining (tutorialri de.com)

4. More Examples of Nonlinear Data Sets

5. More Examples of Nonlinear Data Sets

6. Data Set Linear Plot Nonlinear Plot Insurance Purcha : e ge of the Customer Vs. Insurance Purchased (1) or Not (0) Example of a Nonlinear Cla ssification Data Set

7. What is Nonlinear Regress ion (As Compared to Linear Regression)

8. What is Nonlinear Regress ion (As Compared to Linear Regression)

9. Linear Regression Vs . Classific ation https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

10. Classifica tion: More Examples of Binary Binary Classification & Mul ti-Class Classification MoreExamplesofMultiClas la ssificatio:n • IRISdatas et • Handwritte igitDataset (1) Received Email SPAM ?: Yes/ NO (2) IsurancePurchase by Cust omer: Yes/No (3) IPL Match re sults: First Batting Side Won? Yes/ https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

11. Data Set LinearPlot -1 ( Wi th less number outliers) ofLinear Regressi nlo t-2 (with Extreme Outlier) Insurance Pur cha : e ge r Vs sed . (1) of the Custome Insurance Purcha or Not (0) Binary Classification: Problem with a Linear Regression

12. Data Set Linear Plot Nonlinear Plot Insurance Purcha : e ge of the Customer Vs. Insurance Purchased (1) or Not (0) More

13. Logistic Classification The Logistic Function:

14. More Examples of Binary (1) Received Email SPAM ?: Yes/ NO (2) IsurancePurchase by Cust omer: Yes/No (3) IPL Match re sults: First Batting Side Won? Yes/ Binary Classification & Mul ti-Class Classification MoreExamplesofMultiClas la ssificatio:n • IRISdatas et • Handwritte igitDataset https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s Classifica tion:

15. Hand - Writt en DigRite cognition Example of Mul ti-Class Classification https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

16. Hand - Writt en DigRite cognition Example of Mul ti-Class Classification https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

17. Hand - Writt en DigRite cognition Example of Mul ti-Class Classification https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

18. Hand - Writt en DigRite cognition Example of Mul ti-Class Classification https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

19. Hand - Writt en DigRite cognition Example of Mul ti-Class Classification https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s

20. Hand - Writt en DigRite cognition Example of Mul ti-Class Classification https :// www . youtu be.com/watch?v=zM4VZR0px8E&t=511s