Locally Linear Embedding (LLE) in Python

preview_player
Показать описание
Locally Linear Embedding (LLE) is a method of Non Linear Dimensionality reduction which performs nonlinear dimensionality reduction by preserving the neighborhood structure of the data points.
Basic assumption of LLE is that each data point and its neighbors lie on or close to a locally linear patch of the manifold.
I explained the logic of regular and several variants of LLE, then demonstrated how to implement them in Python.
You are welcome to provide your comments and subscribe to my YouTube channel.

  1. Statistics and Risk Modeling
  2. Python
  3. Locally Linear Embedding
  4. LLE
  5. Dimensionality Reduction
  6. Principal Component Analysis
Рекомендации по теме
What is Local 0:02:45

What is Local Linear Embedding (LLE) in Machine Learning?

Locally Linear Embedding 0:05:40

Locally Linear Embedding

Locally Linear Embedding 0:21:07

Locally Linear Embedding

LLE - 1 0:08:22

LLE - 1

Locally Linear Embedding 0:20:28

Locally Linear Embedding (LLE) in Python

Locally Linear Embedding: 0:04:35

Locally Linear Embedding: Embedding Process

Locally Linear Embedding 0:21:13

Locally Linear Embedding (LLE) -- theoretical analysis and new results, part 3

Locally Linear Embedding: 0:02:12

Locally Linear Embedding: Query Process

25. Locally Linear 0:07:06

25. Locally Linear Embedding (LLE)

Part 1: Locally 0:17:33

Part 1: Locally Linear Embedding (LLE)

Advantages of using 0:06:11

Advantages of using Locally linear embedding (LLE) over PCA | Data Science Interview Questions

3.Visualization Machine Learning 0:03:00

3.Visualization Machine Learning in Python :Locally Linear Embedding LLE 7 3.1 Introduction to LLE

Locally Linear Embedding 0:38:27

Locally Linear Embedding (LLE) (optional)

Isomap Embedding and 0:08:11

Isomap Embedding and LLE Dimensionality Reduction Techniques

Lecture 15 Locally 1:11:08

Lecture 15 Locally Linear Embedding LLE (Hopkins)

Advantages of using 0:01:00

Advantages of using Locally linear embedding (LLE) over PCA | Data Science Interview Questions

Advantages of using 0:00:56

Advantages of using Locally linear embedding (LLE) over PCA | Data Science Interview Questions

Advantages of using 0:00:59

Advantages of using Locally linear embedding (LLE) over PCA | Data Science Interview Questions

Advantages of using 0:00:55

Advantages of using Locally linear embedding (LLE) over PCA | Data Science Interview Questions

Locally Linear Embedding 0:00:36

Locally Linear Embedding and fMRI Feature Selection in Psychiatric Classification

Ali Ghodsi, Lec 1:20:29

Ali Ghodsi, Lec 4: MDS, Isomap, LLE

Locally Linear Embedding 0:28:20

Locally Linear Embedding (LLE) -- theoretical analysis and new results, part 1

Locally Linear Embedding: 0:15:14

Locally Linear Embedding: Example 1

Locally Linear Embedding 0:05:30

Locally Linear Embedding Python tutorial

Комментарии
Автор

Do you think you could make a video on how you would value a corporate bond using python or excel on a real world example? that would be very interesting.

skittles