Connect the Dots: Factor Analysis [Video]

Preview in Mapt

Connect the Dots: Factor Analysis [Video]

Loonycorn

Factor extraction using PCA in Excel, R and Python

Quick links: > What will you learn?> Table of content

Mapt Subscription
FREE
$29.99/m after trial
Video
$42.50
RRP $49.99
Save 14%
What do I get with a Mapt Pro subscription?
  • Unlimited access to all Packt’s 5,000+ eBooks and Videos
  • Early Access content, Progress Tracking, and Assessments
  • 1 Free eBook or Video to download and keep every month after trial
What do I get with an eBook?
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the Mapt reader
What do I get with Print & eBook?
  • Get a paperback copy of the book delivered to you
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the Mapt reader
What do I get with a Video?
  • Download this Video course in MP4 format
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the Mapt reader
$0.00
$42.50
$29.99 p/m after trial
RRP $49.99
Subscription
Video
Start 14 Day Trial

Frequently bought together


Connect the Dots: Factor Analysis [Video] Book Cover
Connect the Dots: Factor Analysis [Video]
$ 49.99
$ 42.50
The Ins and Outs of ArcGIS Data Analysis [Video] Book Cover
The Ins and Outs of ArcGIS Data Analysis [Video]
$ 124.99
$ 106.25
Buy 2 for $35.00
Save $139.98
Add to Cart

Video Details

ISBN 139781788997522
Course Length1 hour 43 minutes

Video Description

Factor analysis helps to cut through the clutter when you have a lot of correlated variables to explain a single effect. This course will help you understand Factor analysis and it’s link to linear regression. See how Principal Components Analysis is a cookie cutter technique to solve factor extraction and how it relates to Machine learning.

Style and Approach

A less than two- hour course which helps you understand Factor Analysis and it's link to linear regression.

Table of Contents

Introduction
You, This Course and Us
Factor Analysis and PCA
Factor Analysis and the Link to Regression
Factor Analysis and PCA
Basic Statistics Required for PCA
Mean and Variance
Covariance and Covariance Matrices
Covariance vs Correlation
Diving into Principal Components Analysis
The Intuition Behind Principal Components
Finding Principal Components
Understanding the Results of PCA - Eigen Values
Using Eigen Vectors to find Principal Components
When not to use PCA
PCA in Excel
PCA in Excel
Computing Correlation and Covariance Matrices
PCA using Excel and VBA
PCA and Regression
PCA in R
Setting up the data
PCA and Regression using Eigen Decomposition
PCA in R using packages
PCA in Python
PCA and Regression in Python

What You Will Learn

  • Use Principal Components Analysis to Extract Factors
  • Build Regression Models with Principal Components in Excel, R, Python

Authors

Table of Contents

Introduction
You, This Course and Us
Factor Analysis and PCA
Factor Analysis and the Link to Regression
Factor Analysis and PCA
Basic Statistics Required for PCA
Mean and Variance
Covariance and Covariance Matrices
Covariance vs Correlation
Diving into Principal Components Analysis
The Intuition Behind Principal Components
Finding Principal Components
Understanding the Results of PCA - Eigen Values
Using Eigen Vectors to find Principal Components
When not to use PCA
PCA in Excel
PCA in Excel
Computing Correlation and Covariance Matrices
PCA using Excel and VBA
PCA and Regression
PCA in R
Setting up the data
PCA and Regression using Eigen Decomposition
PCA in R using packages
PCA in Python
PCA and Regression in Python

Video Details

ISBN 139781788997522
Course Length1 hour 43 minutes
Read More

Read More Reviews

Recommended for You

The Ins and Outs of ArcGIS Data Analysis [Video] Book Cover
The Ins and Outs of ArcGIS Data Analysis [Video]
$ 124.99
$ 106.25
Graph Analysis with Java [Video] Book Cover
Graph Analysis with Java [Video]
$ 124.99
$ 106.25
LaTeX A-Z: from beginner to advanced in less than 3 hours [Video] Book Cover
LaTeX A-Z: from beginner to advanced in less than 3 hours [Video]
$ 94.99
$ 80.75
UX Design - Understanding the User and Business [Video] Book Cover
UX Design - Understanding the User and Business [Video]
$ 124.99
$ 106.25
From 0 to 1: Hive for Processing Big Data [Video] Book Cover
From 0 to 1: Hive for Processing Big Data [Video]
$ 49.99
$ 42.50
Scalable programming with Scala and Spark [Video] Book Cover
Scalable programming with Scala and Spark [Video]
$ 49.99
$ 42.50