Learning247

Machine learning : factor analysis online course

Learning247
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Wichtige informationen

Tipologie Kurs
Methodologie Online
Beginn nach Wahl
  • Kurs
  • Online
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Beschreibung

This ’Factor Analysis’ online training course will help you understand Factor Analysis and its 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.

Factor analysis helps to cut through the clutter when you have a lot of correlated variables to explain a single effect. In this course, you will follow along with expert instructors to learn about topics such as Mean & Variance, Eigen Vectors, Covariance Matrices, and so much more!

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Was lernen Sie in diesem Kurs?

Excel
MS Excel
Critical Thinking
Human Resources
Business skills
Communication
Online training
Machine Learning
Online
Online Course
Factor Analysis
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Themenkreis

Course Outline

Chapter 01: Introduction

  • Lesson 01: You, This Course, & Us!

Chapter 02: Factor Analysis & PCA

  • Lesson 01: Factor Analysis & the Link to Regression
  • Lesson 02: Factor Analysis & PCA

Chapter 03: Basic Statistics Required for PCA

  • Lesson 01: Mean & Variance
  • Lesson 02: Covariance & Covariance Matrices
  • Lesson 03: Covariance vs Correlation

Chapter 04: Diving into Principal Components Analysis

  • Lesson 01: The Intuition Behind Principal Components
  • Lesson 02: Finding Principal Components
  • Lesson 03: Understanding the Results of PCA – Eigen Values
  • Lesson 04: Using Eigen Vectors to find Principal Components
  • Lesson 05: When not to use PCA

Chapter 05: PCA in Excel

  • Lesson 01: Setting up the data
  • Lesson 02: Computing Correlation & Covariance Matrices
  • Lesson 03: PCA using Excel & VBA
  • Lesson 04: PCA & Regression

Chapter 06: PCA in R

  • Lesson 01: Setting up the data
  • Lesson 02: PCA and Regression using Eigen Decomposition
  • Lesson 03: PCA in R using packages

Chapter 07: PCA in Python

  • Lesson 01: PCA & Regression in Python


PACKAGE INCLUDES:

Length of Subscription: 12 Months Online On-Demand Access
Running Time: 1 hrs 45 min
Platform: Windows & MAC OS
Level: Beginner to Advanced
Project Files: Included

Learn anytime, anywhere, at home or on the go.

Stream your training via the internet, or download to your computer and supported mobile device, including iPad, iPhone, iPod Touch and most Android devices.

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