Generalization Courses and Certifications

Simons Institute

Boot Camp on Generalization Theory for Graph Learning

Explore generalization theory fundamentals for graph learning through expert insights from RWTH Aachen University and MIT researchers.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Centre for Quantum Technologies

A PAC-Bayesian Approach to Generalization for Quantum Models

Discover PAC-Bayesian generalization bounds for quantum machine learning models, analyzing layered circuits with channel perturbation theory for training-aware performance insights.

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

Applied Algebraic Topology Network

Persistence Diagram Bundles- A Multidimensional Generalization of Vineyards

Explore persistence diagram bundles, a multidimensional generalization of vineyards for analyzing topological changes in data sets with multiple parameters, including computation methods and potential applications.

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

Association for Computing Machinery (ACM)

Towards Cross-Lingual Generalization of Translation Gender Bias

Explore gender bias in machine translation across languages, examining its impact and potential solutions for fairer AI-powered language processing systems.

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

Hausdorff Center for Mathematics

Generalization in Deep Learning Through the Lens of Implicit Rank Minimization

Explores implicit regularization in deep learning through matrix and tensor factorizations, revealing tendencies towards low ranks. Discusses implications for generalization and potential improvements in neural network design.

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

Paul G. Allen School

Towards Generalization of Precise Robot Skills - Accurate Pick-and-Place of Novel Objects

Explore precise robotic generalization for pick-and-place tasks using simulation-learned models. Discover how visuo-tactile sensing enables accurate object manipulation and placement with sub-millimeter precision for novel items.

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

ICTP Mathematics

On a Generalization of Two Results of Happel to Commutative Rings

Explore generalizations of Happel's results in commutative ring theory, expanding mathematical understanding and applications in algebraic structures.

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

Simons Institute

Generalization Bounds for Neural Network Based Decoders

Explore generalization bounds for neural network decoders, examining their implications for information-theoretic approaches in trustworthy machine learning.

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

Simons Institute

Sketching for Proving Generalization of Support Vector Machines

Explore how sketching and Johnson-Lindenstrauss transform improve generalization bounds for Support Vector Machines, enhancing binary classification and hyperplane separation techniques.

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

BIMSA

Multi-dimensional Domain Generalization with Low-Rank Structures

Explore novel tensor-based approach for robust domain generalization in linear regression, addressing challenges in underrepresented populations and achieving reliable, interpretable results with theoretical guarantees.

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

USC Information Sciences Institute

Acquiring and Understanding Cross-Task Generalization with Diverse NLP Tasks

Explore cross-task generalization in NLP through NLP Few-shot Gym and CrossFit challenge. Discover insights on multi-task learning, meta-learning, and task-level mixture-of-expert models for improved few-shot performance.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Fields Institute

Koopman-Based Generalization Bound for Neural Networks

Explore a novel approach to neural network generalization using Koopman operator theory, offering insights into performance and reliability in machine learning applications.

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

Fields Institute

On a Symplectic Generalization of a Hirzebruch Problem

Explore a symplectic extension of Hirzebruch's problem, delving into advanced mathematical concepts and their implications in Hamiltonian geometry.

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

Fields Institute

A Generalization of Polyhedral Products

Explore advanced concepts in algebraic topology, focusing on a novel generalization of polyhedral products and their applications in toric topology and geometry.

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

TheIACR

On a Generalization of Substitution-Permutation Networks - The HADES Design Strategy

Explore innovative cryptographic design strategies, focusing on the HADES approach that generalizes substitution-permutation networks for enhanced security and efficiency in various applications.

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