Unsupervised Learning Courses and Certifications

Unsupervised Keypoint Learning for Guiding Class-Conditional Video Prediction

Explore unsupervised keypoint learning techniques for guiding class-conditional video prediction, enhancing the accuracy and efficiency of video generation models.

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

Applied Algebraic Topology Network

Unsupervised Features Learning for Sampled Vector Fields

Explore innovative techniques for analyzing sampled vector fields using graph structures and unsupervised learning, revealing hidden features correlated with known dynamics in analytical models.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Smoothed Analysis for Tensor Decompositions and Unsupervised Learning

Explore smoothed analysis for tensor decompositions and unsupervised learning, focusing on polynomial time guarantees and robust decompositions of symmetric overcomplete tensors.

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

Graham Neubig

Neural Nets for NLP 2020 - Unsupervised and Semi-supervised Learning of Structure

Explore unsupervised and semi-supervised learning methods for NLP, covering feature learning, structure learning, and design decisions with practical examples and applications.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Graham Neubig

Neural Nets for NLP 2017 - Unsupervised Learning of Structure

Explore unsupervised learning methods for NLP, covering feature and structure learning, design decisions, and practical examples. Gain insights into advanced techniques for neural network-based language processing.

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

IEEE

Smoothed Analysis in Unsupervised Learning via Decoupling

Explore smoothed analysis in unsupervised learning, focusing on tensor decomposition, high-dimensional data, and robust subspace recovery. Gain insights into condition number bounds and perturbation techniques.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

PioPetro

Unsupervised Learning and Advanced Topics - Lecture 4

Explore unsupervised learning techniques, model deployment, and ethical considerations in petroleum engineering and energy transition contexts.

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

Valence Labs

Fragment-Based Hit Discovery via Unsupervised Learning of Fragment-Protein Complexes

Explore unsupervised machine learning for fragment-based hit discovery in drug development. Learn about FRESCO method, pharmacophore modeling, and its application in COVID-19 research.

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

Valence Labs

Unsupervised Learning of Group Invariant and Equivariant Representations

Explore unsupervised learning of group invariant and equivariant representations. Gain insights into symmetry in data, practical examples, and results for graphs and various symmetries.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Video

HyperComplex Seminar

Application of Unsupervised Learning to AC Susceptibility Measurements of High-Temperature Superconductors

Explore unsupervised learning applications in analyzing AC susceptibility measurements of high-temperature superconductors, focusing on clustering techniques and data representation methods.

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

VinAI

Annotation-Efficient Object Detection: Unsupervised Discovery to Active Learning

Explore annotation-efficient object detection techniques, from unsupervised discovery to active learning strategies, enhancing intelligent systems with less manual input.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Embracing Language Diversity: Unsupervised Multilingual Learning - 2009

Explore unsupervised multilingual learning techniques for language analysis, including morphological segmentation, part-of-speech tagging, and parsing. Gain insights into cross-lingual patterns and their applications.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Unsupervised Learning of Natural Language Structure - 2004

Explore unsupervised learning techniques for natural language structure, focusing on innovative syntactic representations that capture essential properties of language without labeled data.

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

Institute for Pure & Applied Mathematics (IPAM)

Unsupervised In-Context Operator Learning for Mean Field Games

Discover unsupervised in-context operator learning for solving high-dimensional mean field games efficiently without discretization or supervised labels in a single forward pass.

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

Computational Genomics Summer Institute CGSI

Unsupervised Representation Learning with Applications to 3D Genome Organization and Cell-Type-Specific Gene Regulatory Programs

Explore unsupervised representation learning techniques for analyzing 3D genome organization and cell-type-specific gene regulatory networks in computational genomics.

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