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AML: Non-Linear Dimensionality Reduction - Extending Linear Methods

Applied Machine Learning - INFR11211 AML: Non-Linear Dimensionality Reduction - Extending Linear Methods Part 1/2

From  Siddharth N 0 likes 105 plays 0  

AML: Exploratory Data Analysis - PCA Examples

Applied Machine Learning - INFR11211 AML: Exploratory Data Analysis - PCA Examples Part 3/3

From  Siddharth N 0 likes 161 plays 0  

AML: Exploratory Data Analysis - PCA

Applied Machine Learning - INFR11211 AML: Exploratory Data Analysis - PCA Part 2/3

From  Siddharth N 0 likes 220 plays 0  

ML3: Dimensionality Reduction using Principal Component Analysis

In this video, we will learn that we can use Principal Component Analysis (PCA) to find a transformation matrix that minimises reconstruction error for dimensionality reduction. We also show how this…

From  Elliot Crowley 0 likes 21 plays 0  

MLP Lecture 06 - Clip 03 - Data Normalisation

Machine Learning Practical (MLP) Lecture 06, Clip 03 / 05.

From  Pavlos Andreadis 1 likes 448 plays 0  

Unsupervised Learning

Unsupervised Learning

From  Dimitrios Doudesis 0 likes 378 plays 0  

Properties of eigenfaces

Properties of eigenfaces

From  Nigel Goddard 1 likes 1,843 plays 0  

Pros and cons of dimensionality reduction

Pros and cons of dimensionality reduction

From  Nigel Goddard 1 likes 2,644 plays 0  

Principal component analysis

Principal component analysis

From  Nigel Goddard 1 likes 2,759 plays 0  

Linear discriminant analysis

Linear discriminant analysis

From  Nigel Goddard 1 likes 2,016 plays 0  

Classification with PCA features

Classification with PCA features

From  Nigel Goddard 1 likes 2,131 plays 0  

When principal components fail

When principal components fail

From  Nigel Goddard 1 likes 2,009 plays 0  

Eigenface representation

Eigenface representation

From  Nigel Goddard 1 likes 2,056 plays 0  

Eigen-faces

Eigen-faces

From  Nigel Goddard 1 likes 2,300 plays 0  

Principal component analysis for the impatient

Principal component analysis for the impatient

From  Nigel Goddard 1 likes 2,172 plays 0  

How many principal components to use

How many principal components to use

From  Nigel Goddard 1 likes 2,150 plays 0