Talks

2022

Implicit Neural Representations for Sea Surface Height (a.k.a. Modern Optimal Interpolation)
M2Lines Slides

Implicit Neural Representations for Sea Surface Height (a.k.a. Modern Optimal Interpolation)
SWOT Meetup
Slides


2021

Gaussianing the Earth: An Information Theoretic Perspective
IGE Seminar
Slides

Gaussianizing the Earth: An Information Theoretic Perspective
Machine Learning in Science and Engineering
Slides

ML4CC: Flood Extent Prediction
Trillium
Slides

GLM Instrument Upgrade to Improve Extreme Weather Warnings
Earth Science & AI Digital Showcase
Slides | Video


2020

Applying GPs in the Wild
iMIRACLI Summer School
Slides

Input Uncertainty Propagation in Gaussian Process Regression Models
KERMES 2020
Slides

Kernel Alignment: The Empirical Analysis at the Parameter Space for RBF Kernels
Fast Friday Talks - ISP
Slides

Heliophysics Project Showcase: StarSpots
Space Science & AI Digital Showcase Presentation
Slides | Video


2019

Sensitivity Analysis for Gaussian Processes: Gradient-Based Methods for Emulation
Phi-Week
Slides | Code

Unsupervised Machine Learning: Exploring Spatial Temporal Relationships and Drought Factors
Phi-Week
Slides | Code

Climate Model Intercomparison with Multivariate Information Theoretic Measures
AGU
Slides


2018

Kernel Methods for Earth Observation: Gaussian Processes and Derivatives
Slides | Code

Information Theoretic Tools for the Earth Science Data Cubes
EGU
Slides