How to select a multivariate analysis or machine learning method

preview_player
Показать описание
This video is an overview of multivariate methods and machine learning methods that are used in AI.
1. Get familiar with the Iris data set
2. How to standardize the data (02:25)
3. How to plot multivariate data (03:23)
4. Identify outliers in a multivariate space (05:00)
5. Correlation matrix (06:43)
6. Canonical correlation analysis (07:10)
7. The scatter plot matrix (07:48)
8. PCA (10:00)
9. Hierarchical clustering (11:47)
10. Heatmap (13:45)
11. k-means clustering (15:52)
12. Unsupervised vs supervised machine learning (17:15)
13. How to select a classification method: LR, LDA, SVM, DT, NB, KNN, ANN (19:15)
14. Multivariate tests: Hotelling's T-square & MANOVA (27:00)
15. Partial least squares and principal component regression (28:15)
16. LASSO regression (29:40)
  1. TileStats
Рекомендации по теме
How to select 0:31:17

How to select a multivariate analysis or machine learning method

Tutorial 22-Univariate, Bivariate 0:13:11

Tutorial 22-Univariate, Bivariate and Multivariate Analysis- Part1 (EDA)-Data Science

Variable selection methods 0:06:58

Variable selection methods for reduced models(Multiple linear regression in SPSS)

Multivariate Analysis Tools 0:39:54

Multivariate Analysis Tools With Examples

Multiple Response Analysis 0:04:09

Multiple Response Analysis in SPSS

Multivariate Testing | 0:04:57

Multivariate Testing | How to Set up a Multivariate Campaign in VWO?

How to check 0:06:37

How to check relatedness through Multiple Regression Analysis (Dependent and Independent)

Introduction to Multivariate 0:10:11

Introduction to Multivariate Statistics

Practical Machine Learning: 0:06:10

Practical Machine Learning: 4.2 - Multivariate Linear Regression

Multivariate Analysis: Introduction, 0:10:14

Multivariate Analysis: Introduction, Important Concepts, and Multivariate Tools

How to perform 0:00:43

How to perform Multivariate Analysis of Categorical variables in Excel #dataanalysis #excel

Google Optimize Multivariate 0:18:28

Google Optimize Multivariate Testing Tutorial 2023

Bivariate and Multivariate 0:22:42

Bivariate and Multivariate Binary Logistic Regression Using SPSS Part II Amharic lecture

Multivariate Analysis of 0:07:27

Multivariate Analysis of Variance (MANOVA) in SPSS Tutorial (SPSS Tutorial Video #22) - GLM

Multivariate Regression in 0:00:46

Multivariate Regression in Machine Learning Applications

Multivariate Statistical Analysis 0:06:44

Multivariate Statistical Analysis

Module 9: Excel 0:19:06

Module 9: Excel Linear Regression Multivariate

What is Univariate, 0:04:46

What is Univariate, Bivariate and Multivariate analysis?

Multivariate Analysis With 0:06:25

Multivariate Analysis With JMP

Logistic regression with 0:08:38

Logistic regression with categorical predictors in SPSS

Introduction to Multivariate 0:08:23

Introduction to Multivariate Analysis

SPSS #34 - 0:08:59

SPSS #34 - Multivariate Anova - 1 Independent & 2 Dependent (MANOVA)

Tutorial 2- Feature 0:14:33

Tutorial 2- Feature Selection-How To Drop Features Using Pearson Correlation

New in Stata 0:01:50

New in Stata 17: Multivariate meta-analysis

Комментарии
Автор

Thank you man. I have an exam tomorrow and this video is really being helpful

eissa_rsh
Автор

This is The Ultimate video about this topic! I will never tell any of my colleagues about it X)

unlearningcommunism
Автор

This video is absolutely awesome! I love how it provides an overview of all the possible methods that can be used to tackle a dataset that is thrown at you, as well as how one should select one from among them. This kind of compare and contrast approach is missing in a majority of data science and bioinformatics videos, but is absolutely crucial.

tuskofgothos
Автор

This is some very good material! Thanks for the effort of making such clear and perfectly paced explanation!

caiobustani
Автор

this channel has some of the Best videos

farazyounus
Автор

Wow! This video is treasure in explaining MV analysis in whole! <3

charlesSTATS