Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Unsupervised Learning

Serrano.Academy via YouTube

Start learning Write review
DataCamp Ad

Power BI Fundamentals - Create visualizations and dashboards from scratch

Learn More → Corporate Finance Institute Ad

Build the Finance Skills That Lead to Promotions, Not Just Certificates

Learn More →

Overview

Google, IBM & Meta Certificates – 40% Off
One Coursera Plus subscription covers most Professional Certificates on Coursera.
Unlock All Certificates
This course surveys unsupervised learning methods including clustering, dimensionality reduction, topic modeling, matrix factorization, and neural generative models. It connects matrix factorization to movie recommendation and SVD to image compression.

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

Reviews

Start your review of Unsupervised Learning

Start learning

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.