Marcela M

CS PhD Student at CIMAT

Guanajuato City, Guanajuato, Mexico
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Summary

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Senior
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Top School
Marcela M is a computer scientist and PhD candidate at CIMAT with nine years of experience applying high-performance and cloud software engineering to research-driven problems. Her current research focuses on generative models for crowd motion using Denoising Diffusion Probabilistic Models, building on a strong background in numerical methods, parallel computing (CUDA, OpenMP, Xeon Phi), and validation for large-scale systems. She spent several years at Intel across roles in software development, cloud engineering, and research, contributing to Open Source Technology Center projects and Intel Unite® solutions. Marcela combines hands-on production experience with academic rigor, aiming to become a research scientist who tackles social, medical, and environmental challenges through AI. An uncommon thread in her profile is the blend of low-level HPC optimization and modern generative modeling, enabling efficient, scalable research prototypes.
code9 years of coding experience
job9 years of employment as a software developer
bookMaster of Science (MS) Mathematics and Computer Science, Master of Science (MS) Mathematics and Computer Science at Centro de Investigación en Matemáticas (CIMAT)
bookBachelor's degree Computer Systems Engineering, Bachelor's degree Computer Systems Engineering at Universidad Autónoma de Aguascalientes
languagesSpanish, English, Italian
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Github Skills (146)

python10
deep-learning10
gpu10
uncertainty10
charts10
bayesian-deep-learning10
ml10
neural-network10
jax10
data-science10
tensorflow10
pytorch10
machine-learning10
calibration10
deep-neural-networks10

Programming languages (9)

SmartyJavaShellC++CGoStataJupyter Notebook

Github contributions (5)

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marcemq/crowdmod-ddpm-4D

Apr 2024 - Mar 2025

Crowd modeling with Denoising Diffusion Probabilisitic Models (DDPMs) for crowd macroproperties sequence samples.
Contributions:7 reviews, 78 PRs, 230 pushes in 11 months
deep-learningdiffusion-models
marcemq/appinventor-ws

Jun 2019 - Sep 2019

Contributions:9 commits, 14 pushes, 1 branch in 2 months
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Marcela M - CS PhD Student at CIMAT