INI Seminar Room 2 Courses

On Selection Bias and Fairness Issues in Machine Learning

Explore selection bias and fairness challenges in machine learning algorithms with insights from statistical theory and practical applications.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

From Scattered Samples to Fields of Distributions - Theory and Practice of Spatial Logistic Gaussian Processes

Discover how to transform scattered data samples into continuous probability distribution fields using Spatial Logistic Gaussian Processes theory and practical applications.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Scalable Bayesian Inference using Hierarchical Approaches and Surrogates

Explore scalable Bayesian inference techniques using hierarchical approaches and surrogate models for complex statistical problems.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Homotopy Theory of Lattices

Explore advanced mathematical concepts as Dr. Constanze Roitzheim presents homotopy theory applications to lattice structures in this specialized seminar.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Proof of the Existence of Theta_6

Explore Prof. Zhouli Xu's mathematical proof demonstrating the existence of theta_6 in equivariant homotopy theory through advanced topological methods.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

The Bernstein-von Mises Theorem for Semiparametric Mixture

Explore the Bernstein-von Mises theorem applied to semiparametric mixture models in this advanced mathematical statistics seminar by Dr. Stefan Franssen from CNRS.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Kernels Simplify Differential Equations

Discover how kernel methods provide elegant solutions to complex differential equations through innovative mathematical approaches and computational techniques.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

An Algorithmic Perspective on Realism and Perceptual Quality in Lossy Compression

Explore algorithmic approaches to realism and perceptual quality in lossy compression techniques through advanced mathematical perspectives.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

You Cannot Feed Two Birds with One Score - The Accuracy-Naturalness Tradeoff in Translation

Explore the fundamental tension between translation accuracy and naturalness in machine learning models, examining how prediction uncertainty affects translation quality.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Kernels Simplify Differential Equations

Discover how kernels provide powerful simplification techniques for solving complex differential equations in this mathematical sciences seminar from Caltech.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

The Bernstein-von Mises Theorem for Semiparametric Mixture

Explore the Bernstein-von Mises theorem applied to semiparametric mixture models with Dr. Stefan Franssen in this advanced statistical theory seminar.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Nonparametric Estimation of Trawl Processes - Theory and Applications

Discover nonparametric estimation techniques for trawl processes through theoretical foundations and practical applications in statistical modeling and uncertainty quantification.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Quantifying Uncertainties for Multi-Model, Multi-Input Ensembles of Ice Sheet and Glacier Change

Discover advanced methods for quantifying uncertainties in multi-model ice sheet and glacier change predictions with Prof. Tamsin Edwards from King's College London.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Bayesian Semi-supervised Multicategory Classification under Nonparanormality

Explore Bayesian semi-supervised multicategory classification techniques under nonparanormality assumptions with Professor Subhashis Ghoshal from NC State University.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Learning Controlled Stochastic Differential Equations

Explore advanced mathematical techniques for learning controlled stochastic differential equations with Dr. Luc Brogat-Motte from IIT in this specialized seminar.

• YouTube
• 42 minutes
• Self-Paced
• Free Video