Unsupervised Machine Learning | التعلم الآلي بدون إشراف
Description:
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Diploma Definition
Introduction to Unsupervised Machine Learning
Linear and nonlinear Dimensionality Reduction
PCA | SVD | Random Projection
Isomap | LLE | t-SNE
Practical project on Anomaly Detection using Dimensionality Reduction Methods
Introduction to Clustering
K-Means Algorithm
DBSCAN Algorithm
Hierarchical Clustering Algorithm
Gaussian Mixture Models (GMM) Algorithm
Practical project on Group Segmentation using different techniques of Clustering
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