Ethan Davis

Research & Development

Joined on Jul 10, 2026

Ethan Davis

Jul 11

Sparse Gaussian Process Approximations

#machinelearning #datascience #statistics #tutorial

5 min read

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Ethan Davis

Jul 11

Gaussian Processes: Covariance Functions (Kernels)

#machinelearning #datascience #statistics #tutorial

3 min read

Ethan Davis

Jul 11

Gaussian Process Classification

#machinelearning #datascience #statistics #tutorial

4 min read

Ethan Davis

Jul 11

Gaussian Processes: Weight-Space and Function-Space Views

#machinelearning #datascience #statistics #tutorial

11 min read

Ethan Davis

Jul 11

Support Vector Machines: Soft Margins, Duality, and Kernels

#machinelearning #datascience #statistics #tutorial

4 min read

Ethan Davis

Jul 11

Support Vector Machines: Maximum-Margin Classification

#machinelearning #datascience #statistics #tutorial

6 min read

Ethan Davis

Jul 11

Logistic Regression: Formulation

#machinelearning #datascience #statistics #tutorial

5 min read

Ethan Davis

Jul 11

Linear Discriminant Analysis (LDA): Decision Boundaries

#machinelearning #datascience #statistics #tutorial

4 min read

Ethan Davis

Jul 11

Non-centered Parameterization for MCMC

#machinelearning #datascience #statistics #tutorial

3 min read

Ethan Davis

Jul 11

Diagnosing MCMC: ESS, R-hat, MCSE, and Plots

#machinelearning #datascience #statistics #tutorial

4 min read

Ethan Davis

Jul 11

Hamiltonian Monte Carlo (HMC)

#machinelearning #datascience #statistics #tutorial

4 min read

Ethan Davis

Jul 11

Markov Chain Monte Carlo: Theoretical Foundations

#machinelearning #datascience #statistics #tutorial

6 min read

Ethan Davis

Jul 10

EEG Feature Engineering and Selection

#neuroscience #machinelearning #datascience #tutorial

3 min read

Ethan Davis

Jul 10

Cleaning EEG: Artifacts, Preprocessing, and Source Reconstruction

#neuroscience #machinelearning #datascience #tutorial

3 min read

Ethan Davis

Jul 10

Recording EEG: Electrodes, Montages, and Protocol

#neuroscience #machinelearning #datascience #tutorial

3 min read

Ethan Davis

Jul 10

EEG Basics: How Brain Activity Becomes a Signal

#neuroscience #machinelearning #datascience #tutorial

3 min read

Ethan Davis

Jul 10

The Tangent Space of the SPD Manifold for EEG Classification

#machinelearning #datascience #statistics #tutorial

11 min read

Ethan Davis

Jul 10

Common Spatial Pattern (CSP): A Correctness Proof

#machinelearning #datascience #statistics #tutorial

4 min read