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YouTube

Unsupervised Learning

Serrano.Academy via YouTube

Syllabus

Gaussian Mixture Models.
Clustering: K-means and Hierarchical.
Principal Component Analysis (PCA).
How does Netflix recommend movies? Matrix Factorization.
Latent Dirichlet Allocation (Part 1 of 2).
Training Latent Dirichlet Allocation: Gibbs Sampling (Part 2 of 2).
Restricted Boltzmann Machines (RBM) - A friendly introduction.
Singular Value Decomposition (SVD) and Image Compression.
Denoising and Variational Autoencoders.
A Friendly Introduction to Generative Adversarial Networks (GANs).

Taught by

Serrano.Academy

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