Shon Czinner’s Blog
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ai (4)
code (2)
jepa (3)
meta (2)
personal finance (1)
quarto (1)
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Another Buying versus Renting Housing Calculator

personal finance
tools

An explanation of how buy vs. rent calculators work, and their limitations.

May 28, 2026
Shon Czinner
 

Getting ONNX Models Working In A Quarto Blog

A step-by-step guide to integrating ONNX models into a Quarto blog post.
ai
quarto
meta

Learn how to use ONNX models in your Quarto blog with this comprehensive guide.

May 8, 2026
Shon Czinner

The 90-year-old idea behind JEPA models: Canonical Correlation Analysis (CCA)

Embedding prediction
ai
jepa

Harold Hotelling’s 1936 Canonical Correlation Analysis (CCA) forms the theoretical and intuitive foundation for modern embedding prediction techniques, including JEPA models.

May 4, 2026
Shon Czinner

A Small JEPA Word Embedding Model

ai
code
jepa
After my prior blog post about SIGReg, I figured I’d train a small Joint-Embedding Predictive Architecture (JEPA) model to demonstrate it.
Apr 30, 2026
Shon Czinner

Sketched Isotropic Gaussian Regularization (SIGReg) Explained

Gaussianizing to Prevent Latent Collapse in JEPA Models
ai
code
jepa
The paper “LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics”(Balestriero and LeCun 2025) proposed an interesting method of regularizing latent…
Apr 26, 2026
Shon Czinner
 

Motivation To Write

meta
I plan to write about AI, statistics, quantitative finance, economics, and more.
Apr 25, 2026
Shon Czinner
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