Variational Encoder

Posted on Sat 31 May 2025 in Probability • Tagged with ambition

emerson

I am interested in making a contribution to Emedded Optimal Transport by extending some of the low dimensional encoding techniques to Optimal Transport. This is the first of my projects to learn the computational literature and techniques

You can visit my code: (https://github.com/EvanMisshula/variational-encoder)

🧠 What Is a …


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Research Plan

Posted on Tue 27 May 2025 in Probability • Tagged with ambition

emerson

Roadmap to Become a Machine Learning Researcher Focused on Embedded Optimal Transport

đź§  Phase 1: Mathematical and Theoretical Foundations

Goal: Build deep fluency in the theory that underpins optimal transport, geometric learning, and high-dimensional data analysis.

Core Topics

  • Measure theory & probability

  • “Probability with Martingales” (Williams)

  • “High-Dimensional Probability” (Vershynin)
  • Linear algebra & matrix …

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