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Principal Component Analysis (PCA) And Factor Analysis

Torrent Details

Principal Component Analysis (PCA) and Factor Analysis

NAME: Principal Component Analysis (PCA) and Factor Analysis.torrent

CATEGORY: Other

INFOHASH: 389e645bad833984eb330f0652dd3d1746a8d61e

SIZE: 287 MB in 48 files

ADDED: Uploaded on 26-12-2020 by our crawler pet called "Spidey".

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Description

Description

The course explains one of the important aspect of machine learning – Principal component analysis and factor analysis in a very easy to understand manner. It explains theory as well as demonstrates how to use SAS and R for the purpose.

The course provides entire course content available to download in PDF format, data set and code files. The detail course content is as follows.

Intuitive Understanding of PCA 2D Case

what is the variance in the data in different dimensions?

what is principal component?

Formal definition of PCs

Understand the formal definition of PCA

Properties of Principal Components

Understanding principal component analysis (PCA) definition using a 3D image

Properties of Principal Components

Summarize PCA concepts

Understand why first eigen value is bigger than second, second is bigger than third and so on

Data Treatment for conducting PCA

How to treat ordinal variables?

How to treat numeric variables?

Conduct PCA using SAS: Understand

Correlation Matrix

Eigen value table

Scree plot

How many pricipal components one should keep?

How is principal components getting derived?

Conduct PCA using R

Introduction to Factor Analysis

Introduction to factor analysis

Factor analysis vs PCA side by side

Factor Analysis Using R

Factor Analysis Using SAS

Theory for using PCA for Variable Selection

Demo of using PCA for Variable Selection

Who this course is for:

Analytics Professionals

Research Scholars

Data Scientists

Requirements

The course will start with elementary concepts but knowledge of basic statistics will help

For execution – it will help to know basic SAS or R programming

Last Updated 6/2018

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Files in this torrent

FILENAME		SIZE
	TutsNode.com.txt	63 B
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/1. Introduction.mp4	2 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/1. Introduction.srt	1.5 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/2. How to consume the contents.mp4	2.2 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/2. How to consume the contents.srt	1.8 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/3. Intuitive Understanding of PCA 2D Case.mp4	13.1 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/3. Intuitive Understanding of PCA 2D Case.srt	9.1 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/4. Formal defintion of PCs.mp4	6.3 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/4. Formal defintion of PCs.srt	4.6 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/5. Properties of Principal Components - part 1.mp4	4.3 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/5. Properties of Principal Components - part 1.srt	3.1 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/6. Properties of Principal Components - part 2.mp4	12.5 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/6. Properties of Principal Components - part 2.srt	8 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/7. Data Treatment for conducting PCA.mp4	13.1 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/7. Data Treatment for conducting PCA.srt	8.8 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8. Workshop - conduct principal component analysis using SAS.mp4	34.2 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8. Workshop - conduct principal component analysis using SAS.srt	17.9 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8.1 Data_for_PCA01.csv	806 B
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8.2 PCA_SAS_code.txt	523 B
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8.3 Data_for_PCA.xlsx	13.6 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8.4 PCA_01-results.rtf	129.4 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/8.5 PCA_01-results_Std.rtf	129.4 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/9. Workshop - conduct principal component analysis using R.mp4	13 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/9. Workshop - conduct principal component analysis using R.srt	7.5 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/1. Principal Component Analysis (PCA)/9.1 PCA_R_code.txt	493 B
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/1. Introduction to Factor Analysis.mp4	8.2 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/1. Introduction to Factor Analysis.srt	6 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/2. Workshop - conduct Factor analysis using R - part 1.mp4	13.6 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/2. Workshop - conduct Factor analysis using R - part 1.srt	7.3 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/2.1 dataset_EFA.csv	3.8 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/2.2 Factor_Analysis_with_R.txt	670 B
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/3. Workshop - conduct Factor analysis using R - part 2.mp4	24.7 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/3. Workshop - conduct Factor analysis using R - part 2.srt	13.1 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/4. Workshop - conduct Factor analysis using SAS.mp4	29.4 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/2. Factor Analysis/4. Workshop - conduct Factor analysis using SAS.srt	10.7 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/1. Theory for variable selection using PCA.mp4	6.4 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/1. Theory for variable selection using PCA.srt	4.9 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/2. Demo for variable selection using PCA - Part 01.mp4	22.7 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/2. Demo for variable selection using PCA - Part 01.srt	1.8 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/2.1 Variable_selecting_using_PCA.xlsx	28.1 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/2.2 Data_for_Variable_selecting_using_PCA_demo.csv	7.7 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/2.3 Variable_selecting_using_PCA_revised.xlsx	31 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/3. Demo for variable selection using PCA - Part 02.mp4	75.8 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/3. Demo for variable selection using PCA - Part 02.srt	6 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/4. FAQ (will keep growing overtime based on student's queries).html	966 B
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/5. Closing Note and PDF of course content.mp4	4.5 MB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/5. Closing Note and PDF of course content.srt	1.9 KB
	[TutsNode.com] - Principal Component Analysis (PCA) and Factor Analysis/3. Using Principal Component Analysis for Variable selection/5.1 PCA_Simplified_02.pdf	1 MB