Summary
Overview
Work History
Education
Skills
Software
Certification
Additional Information
Accomplishments
Work Availability
Timeline
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Mateo Frausto-Avila

Mateo Frausto-Avila

Data Scientist

Summary

Ph.D. in Science by CINVESTAV, Research associate at Center for Applied Physics and Advanced Technology (UNAM), Machine Learning &. Nanotechnology Specialist. Scientific Stay at Institut National des Sciences Appliquées de Lyon, France. Mathematical modeling & simulation experience. Speaker at international conferences. Research Project manager in France. Member of the Mexican Artificial Intelligence Society.

Overview

13
13
years of professional experience
1
1
Certification
3
3
Languages

Work History

Research associate

Center for Applied Physics and Advanced Technology
05.2023 - Current

Project:

  • Dataset creation.
  • Time series analysis and modeling.
  • Select and evaluate different Artificial Neural Network models (Classification, Regression & Forecasting).
  • Correlation coefficient, confusion matrix validation & medical validation protocol development.


Project: Compact Neural Network Algorithm for Electrocardiogram Classification

  • Big data analysis.
  • Time series analysis
  • Neural Network architecture design (Classification model).
  • Confusion matrix validation & medical validation protocol development.


Project: Development of a portable platform for the detection of glyphosate based on luminescent nanoparticles using Machine Learning

  • Big data creation.
  • Design of the Deep Neural Network (Classification & Regression models).
  • Implementation of neural networks in optoelectronic systems
  • Implementation and testing of computer vision detector
  • Correlation coefficient and confusion matrix validation.
  • Integration of trained neural networks into a portable prototype


Process Engineer

CARTOGRAF GROUP
01.2012 - 01.2013
  • Descriptive statistics of manufactured products
  • Statistical process control charts P, NP, C and U
  • Active participation in ISO-9001:2008 audits

Education

Scientific Stay - Signal Processing

Institut National Des Sciences Appliquées De Lyon
Lyon, France
05.2001 -

Ph.D. - Science

CINVESTAV
Querétaro City, Querétaro, Mexico
05.2001 -

Master of Science - Science

CINVESTAV
Querétaro City, Querétaro, Mexico
05.2001 -

Bachelor of Science - Chemical Engineering

National Technological Institute of Mexico
Aguascalientes, Mexico
05.2001 -

Skills

Python programming

Software

Python

TensorFlow

Keras

Scikit-learn

OpenCV

SciPy

Pandas

Numpy

Matlab

MapleSoft

Comsol Multiphysics

Certification

Supervised Machine Learning: Regression and Classification, Standford University

Additional Information

Vision and Artificial Intelligence Workshop - Instructor - 80 hrs

Accomplishments

2021 MRS Virtual Spring Meeting:

Title: Thermal Characterization of MoS2 Mono/Few Layers Using Scanning Thermal Microscopy
Session Title: NM08.08: 2D Materials / Machine Learning

Work Availability

monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Timeline

Supervised Machine Learning: Regression and Classification, Standford University

07-2023

Research associate

Center for Applied Physics and Advanced Technology
05.2023 - Current

Process Engineer

CARTOGRAF GROUP
01.2012 - 01.2013

Scientific Stay - Signal Processing

Institut National Des Sciences Appliquées De Lyon
05.2001 -

Ph.D. - Science

CINVESTAV
05.2001 -

Master of Science - Science

CINVESTAV
05.2001 -

Bachelor of Science - Chemical Engineering

National Technological Institute of Mexico
05.2001 -
Mateo Frausto-AvilaData Scientist