Unsupervised Learning Courses and Certifications

Unsupervised Biomedical Image Segmentation using Hyperbolic Representations | Jeffrey Gu

Explore unsupervised biomedical image segmentation with Stanford's Jeffrey Gu. Learn about hyperbolic representations, hierarchical structures, and VAEs in a 1-2 hour session.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

IIT Madras;  NPTEL

Machine Learning

2 reviews

In this course we intend to introduce some of the basic concepts of machine learning from a mathematically well motivated perspective. We will cover the different learning paradigms and some of the more popular algorithms and architectures used in each o…

• YouTube
• 1 day 12 hours
• On-Demand
• Free Online Course

Great Learning

Unsupervised Learning | Clustering and Association Algorithms in Machine Learning | Great Learning

In this tutorial, we will help you to cover every concept related to Unsupervised Learning.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

Great Learning

Unsupervised Learning Tutorial | Clustering Algorithm | Association Rule Mining | Great Learning

This Unsupervised Learning Tutorial will introduce you to the nitty gritty of Machine Learning and How Unsupervised Algorithms Work.

• YouTube
• 4 hours 10 minutes
• On-Demand
• Free Online Course

Serrano.Academy

Unsupervised Learning

Learn Gaussian Mixture Models, Clustering, PCA, Matrix Factorization, and more in this 4-5 hour material from Serrano.Academy.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Online Course

Andreas Geiger

Towards Unsupervised Learning of Generative Models for 3D Controllable Image Synthesis

Explore 3D controllable image synthesis with Andreas Geiger's keynote, focusing on Generative Adversarial Networks and their potential to replace classical rendering pipelines.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

James Briggs

Today Unsupervised Sentence Transformers, Tomorrow Skynet (how TSDAE works)

Learn to adapt pretrained transformers for meaningful sentence vectors using unsupervised fine-tuning with TSDAE approach in less than an hour with James Briggs.

• YouTube
• 44 minutes
• On-Demand
• Free Online Course

Aladdin Persson

Latent Dirichlet Allocation (LDA) with Gibbs Sampling Explained

Explore Latent Dirichlet Allocation and Gibbs Sampling with Aladdin Persson in under an hour. Learn topic modelling, posterior inference, and implementation.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course

Yannic Kilcher

TransCoder: Unsupervised Translation of Programming Languages (Paper Explained)

Explore unsupervised neural machine translation for Python, C++, and Java code with Yannic Kilcher in under an hour. Learn about transcompiling problems, shared embeddings, and more.

• YouTube
• 49 minutes
• On-Demand
• Free Online Course

Brown University;  Georgia Tech

Machine Learning: Unsupervised Learning

3 reviews

Ever wonder how Netflix can predict what movies you'll like? Or how Amazon knows what you want to buy before you do? The answer can be found in Unsupervised Learning!

• Udacity
• 4 weeks
• On-Demand
• Free Online Course

Unsupervised Algorithms in Machine Learning

Explore unsupervised machine learning methods with University of Colorado Boulder's 4-week course. Learn dimensionality reduction, clustering, and latent features, with real-world applications like recommender systems.

• Coursera
• 38 hours
• On-Demand
• Free Online Course (Audit)

Unsupervised Text Classification for Marketing Analytics

Learn unsupervised deep learning for marketing analytics with real-world datasets and Python tutorials in a 5-week course by University of Colorado Boulder.

• Coursera
• 13 hours
• On-Demand
• Free Online Course (Audit)

Trees, SVM and Unsupervised Learning

Learn SVMs, neural networks, decision trees, and XG boost in a 4-week course by University of Colorado Boulder. Gain hands-on experience in building predictive models and data representation.

• Coursera
• 13 hours
• On-Demand
• Free Online Course (Audit)

DeepLearning.AI;  Stanford

Unsupervised Learning, Recommenders, Reinforcement Learning

2007 ratings at Coursera

Learn unsupervised learning techniques, build recommender systems, and deep reinforcement learning models with DeepLearning.AI's 3-week course, taught by AI visionary Andrew Ng.

• Coursera
• 28 hours
• On-Demand
• Free Online Course (Audit)

Unsupervised Machine Learning

208 ratings at Coursera

IBM's 7-week course on Unsupervised Machine Learning. Learn clustering and dimension reduction algorithms, and gain hands-on experience. Requires Python and data analysis skills.

• Coursera
• 23 hours
• On-Demand
• Free Online Course (Audit)