Unsupervised Learning Courses and Certifications

Data Science Courses

Data Visualization and Unsupervised Learning - STAT 841 Winter 2017

Master advanced unsupervised learning techniques including PCA, clustering, dimensionality reduction, and neural networks through comprehensive university lectures by Ali Ghodsi.

• YouTube
• 16 hours 57 minutes
• On-Demand
• Free Video

Great Learning

Unsupervised Learning - Clustering and Association Algorithms in Machine Learning

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

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Great Learning

Unsupervised Learning Tutorial - Clustering Algorithm - Association Rule Mining

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 Video

Yannic Kilcher

Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations

Explores challenges in unsupervised learning of disentangled representations, questioning assumptions and efficacy of current approaches through theoretical analysis and extensive experiments.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Andreas Geiger

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

Explores unsupervised learning for 3D-controllable image synthesis, disentangling latent factors like viewpoint and object pose from raw images to create novel, consistent scenes.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Shashank Kalanithi

Hands on Machine Learning - Unsupervised Learning

Explore unsupervised learning techniques including clustering, dimensionality reduction, and Gaussian mixture models. Hands-on implementation using Python libraries for data analysis and visualization.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Simons Institute

Power of Active Sampling for Unsupervised Learning

Explore active sampling techniques for unsupervised learning, focusing on matrix completion, graphical models, and clustering. Learn about statistical tradeoffs and computational complexity.

• YouTube
• 52 minutes
• On-Demand
• Free Video

MITCBMM

Unsupervised Learning of Spoken Language with Visual Context

Explores unsupervised learning of spoken language using visual context, aiming to develop ASR capabilities for more languages through audio-visual embedding and clustering techniques.

• YouTube
• 34 minutes
• On-Demand
• Free Video

Open Data Science

Unsupervised Feature Learning with Matrix Decomposition - Aedin Culhane, PhD | ODSC East 2018

Explore unsupervised learning techniques for high-dimensional data analysis, focusing on matrix factorization methods and their applications in oncology and precision medicine.

• YouTube
• 53 minutes
• On-Demand
• Free Video

APS Physics

Introduction to Unsupervised Learning

Explore unsupervised learning techniques and applications in this comprehensive tutorial led by Trevor Rhone from Rensselaer Polytechnic Institute.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Rethinking Unsupervised Learning

Explore how high-dimensional data breaks classical unsupervised learning algorithms and discover new approaches for clustering, dimension reduction, and anomaly detection in modern ML.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Unsupervised Learning of Natural Language Structure

Explore unsupervised methods for discovering grammatical patterns and linguistic structures in natural language without labeled training data.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Unsupervised Learning for Natural Language Tasks

Explore unsupervised learning techniques for natural language processing tasks through expert insights from a leading researcher in computational linguistics.

• YouTube
• 1 hour 31 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Unsupervised Learning of Natural Languages

Discover an unsupervised algorithm that learns hierarchical language structures from raw text, identifying patterns and grammar-like representations for productive generalization.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Centre International de Rencontres Mathématiques

Challenges in Unsupervised Learning - Statistical-Computational Trade-offs - Part 2

Explore statistical-computational trade-offs in unsupervised learning, examining when algorithms can achieve both efficiency and optimality in pattern recognition.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video