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mmontielpz/README.md

Miguel Lopez

Machine Learning Engineer · Computer Vision · ML Systems · Production AI

Building production-grade machine learning systems with strong systems and performance focus.

mmontielpz

What I Do

I design and build applied machine learning systems with a strong engineering focus:

  • Model development and evaluation using PyTorch
  • Dataset handling, validation, and failure analysis
  • Inference optimization (latency, memory, throughput)
  • GPU and embedded deployments (Jetson, edge devices)
  • Reproducible and containerized ML workflows

Tech Stack

Languages: Python · C/C++ · Bash
ML: PyTorch · scikit-learn · NumPy · Pandas
Systems: Docker · Linux · Git
Cloud: AWS · GCP

Background

PhD in Computer Science, applying research principles to the design and deployment of practical ML systems.

Contact

Email: mmontielpz@gmail.com
LinkedIn: https://www.linkedin.com/in/miguel-angel-lopez-montiel/

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  1. jetseg jetseg Public

    NeurIPS 2023

    Jupyter Notebook 26 3

  2. egenet egenet Public

    Jupyter Notebook 1