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dylan-sutton-chavez/README.md

Dylan Sutton Chavez

IEEE WCCI 2026 Peer Reviewer · ML Researcher · Systems Developer @ Amazon Audible

Overview

Systems Developer at Amazon Audible, peer reviewer for IEEE WCCI 2026, and independent ML researcher with work currently under journal review.

My focus sits at the intersection of systems engineering, applied machine learning, and security infrastructure — from migrating production services across AWS regions to proposing uncertainty-aware architectures for TinyML deployment, evaluated on NASA IMS, SemEval, and financial time series datasets.

I build things that run in constrained environments, secure systems that others overlook, and review research that shapes where the field is going.

Open to collaborations.

github-snake

Revisiting Rosenblatt Perceptron: Robust High-Entropy Classification via Uncertainty Margins

  1. Uncertainty Simple Perceptron (rust): Implementation of papper, to work on edge devices. (GitHub)
  2. Uncertainty Simple Perceptron (python): Service that implement's the papper for real-time datasets with logging, retraining, monitoring,... (GitHub)

Edge Python

Oficial Website: https://edgepython.com/.

  1. Edge Python (rust): Python compiler written in Rust, implemented on these documentation. (GitHub)

Popular repositories Loading

  1. nlp-crawler nlp-crawler Public

    A horizontally scalable web crawling engine designed for structured content extraction. It performs URL normalization, HTML parsing, Markdown conversion, and LLM post-processing (using xai_sdk with…

    Python 1

  2. http-threat-classifier http-threat-classifier Public

    A linear classifier extended with a bounded uncertainty region ±ε around the decision boundary.

    Python

  3. uncertainty-simple-perceptron uncertainty-simple-perceptron Public

    A linear perceptron leveraging Cover's Theorem via high-dimensional vectorization. It employs a modified step function with a defined epsilon threshold to quantify uncertainty, effectively filterin…

    Python

  4. quantum-entanglement-from-vector-similarity_an-entropy-analysis quantum-entanglement-from-vector-similarity_an-entropy-analysis Public

    Analyzed a 34-qubit quantum system using classical correlations, noise-modeling, and entanglement, finding high entropy and delocalization through extensive statistical sampling and IPR analysis.

    Jupyter Notebook

  5. bug-bounties bug-bounties Public

    Security research and responsible disclosure reports with reproducible PoCs.

    Jupyter Notebook

  6. simple-perceptron-load-generator simple-perceptron-load-generator Public

    Lightweight perceptron trained from scratch with a multi-worker load generator and anomaly detection logging.

    Jupyter Notebook