Unsupervised Learning

Unsupervised Machine Learning

This course includes

20 articles
51 mins reading time
20 videos • 7 hr 16 mins

Course content

6 sections • 151 topics • Read: 51 mins • Video: 7 hr 16 mins

K Means 32 Topics, Read: 13 mins, 6 Videos: 1 hr 33 mins
K Means Open 8 topics • Read: 2 mins • 1 video: 23 mins
Lloyds Algorithm Open 4 topics • Read: 2 mins • 1 video: 15 mins
K Means++ Open 4 topics • Read: 2 mins • 1 video: 11 mins
K Medoid Open 4 topics • Read: 2 mins • 1 video: 12 mins
Clustering Quality Metrics Open 4 topics • Read: 2 mins • 1 video: 11 mins
Silhouette Score Open 8 topics • Read: 3 mins • 1 video: 20 mins
Hierarchical Clustering 4 Topics, Read: 2 mins, 1 Video: 20 mins
Hierarchical Clustering Open 4 topics • Read: 2 mins • 1 video: 20 mins
DBSCAN 9 Topics, Read: 3 mins, 1 Video: 33 mins
DBSCAN Open 9 topics • Read: 3 mins • 1 video: 33 mins
Gaussian Mixture Model 23 Topics, Read: 9 mins, 3 Videos: 1 hr 24 mins
Gaussian Mixture Models Open 5 topics • Read: 2 mins • 1 video: 16 mins
Latent Variable Model Open 10 topics • Read: 4 mins • 1 video: 29 mins
Expectation Maximization Open 8 topics • Read: 3 mins • 1 video: 39 mins
Anomaly Detection 47 Topics, Read: 14 mins, 6 Videos: 1 hr 52 mins
Anomaly Detection Open 6 topics • Read: 2 mins • 1 video: 10 mins
Elliptic Envelope Open 9 topics • Read: 3 mins • 1 video: 25 mins
One Class SVM Open 8 topics • Read: 2 mins • 1 video: 18 mins
Local Outlier Factor Open 8 topics • Read: 2 mins • 1 video: 23 mins
Isolation Forest Open 10 topics • Read: 3 mins • 1 video: 21 mins
RANSAC Open 6 topics • Read: 2 mins • 1 video: 13 mins
Dimensionality Reduction 36 Topics, Read: 10 mins, 3 Videos: 1 hr 31 mins
PCA Open 10 topics • Read: 3 mins • 1 video: 35 mins
t-SNE Open 14 topics • Read: 4 mins • 1 video: 31 mins
UMAP Open 12 topics • Read: 3 mins • 1 video: 23 mins

K Means

K Means Clustering

Hierarchical Clustering

Hierarchical Clustering

DBSCAN

Density Based Spatial Clustering of Application with Noise

Gaussian Mixture Model

Gaussian Mixture Model (GMM)

Anomaly Detection

Anomaly/Outlier/Novelty Detection

Dimensionality Reduction

Dimensionality Reduction Techniques