Mastering SVM: A Comprehensive Guide with Code in Python

سرفصل های دوره

V-Support vector machine, slack variables, Support Vector Regression (SVR), Kernel Trick

1 - Introduction

1 - Course structure

2 - IMPORTANT VIDEOS PLEASE WATCH

3 - Some of important terminologies in SVM

3 - terminology.zip

4 - Introduction to SVM

4 - introduction-to-support-vector-machine.zip

2 - Maximum margin classification with support vector machines

5 - Introduction to Maximum margin

5 - introduction-to-maximum-margin.zip

6 - What is slack variables

6 - nonliearly-separable-case-using-slack-variables.zip

7 - Data preprocessing

7 - nonliearly-separable-case-using-slack-variables-1.zip

8 - Standardizing features

8 - nonliearly-separable-case-using-slack-variables-2.zip

9 - Introduction to Overfitting

9 - nonliearly-separable-case-using-slack-variables-3.zip

10 - Train the model

10 - figures-20230226T095202Z-001.zip

10 - nonliearly-separable-case-using-slack-variables-4.zip

11 - Introduction to Kernel Trick

12 - Kernel trick implementation

12 - nonliearly-separable-case-using-slack-variables-5.zip

3 - Some of the SVM algorithm

13 - Introduction to Linear Classification in SVM

13 - linear-classification-in-support-vector-machine.zip

14 - What is C parameter in support vector machine

14 - what-is-c-parameter-in-support-vector-machine.zip

15 - Implementation of Linear Classification in SVM

15 - linear-classification-in-support-vector-machine-1.zip

16 - Nonlinear SVM implementation

16 - implementation-of-non-linear-support-vector-machine.zip

17 - Nonlinear SVM explaination

17 - implementation-of-non-linear-support-vector-machine-1.zip

18 - MNIST handwritten digit dataset

18 - implemetation-of-mnist-digits.zip

19 - Introduction to VSupport vector machine

19 - introduction-to-v-support-vector-machine.zip

20 - Implementation of Vsupport Vector Machine

20 - implementation-of-v-support-vector-machine.zip

21 - Introduction to Support Vector Regression SVR

21 - introduction-to-support-vector-regression-svr.zip

22 - Implementation of SVR

22 - implementation-of-svr.zip

4 - Project Pima Indians Diabetes

23 - Introduction and implementation Part 1

23 - diabetes.csv

24 - Introduction and implementation Part 2

24 - prima-diabetes.zip

25 - Other method of splitting the datasets into training and testing sets

25 - prima-diabetes-1.zip

26 - Confusion matrix Explanation

26 - prima-diabetes-2.zip

27 - Confusion matrix Implementation

27 - prima-diabetes-3.zip

5 - Fertility diagnostic project

6 - Thank you

28 - Thank you

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تولید کننده: Udemy-Training