Principal Component Regression in R
Spencer Pao
0:00 / 0:00
Principal Component Regression in R
13 094 просмотра · 4 года назад
Spencer Pao
15,2 тыс. подписчиков
13 094 просмотра · 4 года назад
===== Likes: 152 👍: Dislikes: 0 👎: 100.0% : Updated on 01-21-2023 11:57:17 EST =====
Understand Principal Component Analysis? Cool! So, how do I use PCA for Machine Learning purposes? Well, look no further! I go into depth on how to utilize the linear transformations of PCA for any machine learning model!
Github:
https://github.com/SpencerPao/Data_Sc...
PCA:
• Applied Principal Component Analysis in R
XGBoost Regression: Theory and Application!
• Understanding and Applying XGBoost Regress...
XGBoost Classification: Theory and Application!
• Understanding and Applying XGBoost Classif...
Linear Regression: Understanding Linear Regression!
• HOW TO: Linear Regression in RStudio
Neural Networks: Understanding and Applying Neural Networks!
• Understanding and Applying Neural Networks...
Data Imputation: Wondering what to do with NA observations?
• Dealing with MISSING Data! Data Imputation...
0:00 - Principal Component Regression Summary
1:14 - Cleaning Data for Machine Learning Models
3:40 - Linear Regression Model (Base)
5:35 - Principal Component Regression
9:40 - Using Results of PCA for other Machine Learning Models (train/test)