Artemio Santiago Padilla Robles

Mexico City · 55-6047-6808 · artemiopadilla@gmail.com

Hello there! I'm Artemio.

As a seasoned MLOps & Automation Engineer with a solid background in Data Engineering and research, I specialize in developing scalable machine learning solutions and automating complex workflows. My experience spans designing robust model development environments, coordinating cross-functional teams, and productizing advanced models in high-stakes environments. With a dual academic foundation in Data Science and Physics from UNAM, I bring a unique blend of technical acumen and innovative problem-solving to any team. I'm passionate about leveraging technology to solve real-world problems, and I thrive in dynamic, multidisciplinary settings.

Professional Experience

MLOps & Automation Engineer Sr.

Círculo de Crédito

Started company MLOps & Automation division.

Implemented SageMaker model development enviroment.

Developed a inference componente template to accelerate deployment of batch and online solutions in both SageMaker and on-premise deployments.

Participated in the productization on all company developed models, using several frameworks and including the company No-Hit credit score model.

Coordinated projects between the relevant company teams in order to guarantee success.

SageMaker, Airflow and Data Catalog Administrator.

In charge of orchestrating using Airflow all the periodic processes and ETLs for the data platform.

Dec 2023 - Currently

Data Engineer

Círculo de Crédito

Implemented ETL workflows for different business needs to leverage the corporation's information.

Participated in the automatization of most of the company's ETL processes using Apache AirFlow.

Gave technical support to the Analytics team.

Used Spark and PySpark to handle big data using both Spark operations and SQL.

Documented the processes owned by the Data Engineering Team.

Modeled the company's information as a graph.

Aug 2022 - Dec 2023

Search Engine Evaluator

Appen

Evaluator of query fulfillment and information quality for major search engine.

Remote job completely in English.

Sept 2019 - Aug 2022

Research Assistant

Nanosciences Laboratory of the Institute of Physics (UNAM)

Worked in Instrumental Raman Spectroscopy with plasmonic resonance enhancement and nanoscale sample preparations.

Designed, machined and implemented a metal evaporator for ultra-high vacuum chambers.

Aug 2017 - Sept 2020

Accountant Assitant

Insultec Mexico

Part-time job.

Helped depositing and withdrawing large amounts of money to pay the workers.

Reviewed and corrected fiscal notes.

Organized and corrected paperwork.

2015

Private Teacher

Private teacher for highschool students

Held study courses to enter to the University.

Taught maths and physics to students that needed extra classes to approve their courses.

2014 - 2015

Technician

Freelancer

Electronic devices reparation.

2011 - Present

Projects

Portfolio Management Strategy Simulator.

Algoritmic Trading Project

Created a simulator of portfolio management strategies using ranking functions for asset selection.

Implemented several portfolio optimization techniques and ranking strategies for user selection.

2022

Machine Learning And COVID.

Machine Learning Project

Implemented a variety of ML classifiers to predict infections, hospitalizations and deceases for the COVID-19 pandemic.

2022

Private Server.

Private Server

Developed a private server using docker to host a variety of applications.

Managed networking with CloudFlare tunnels.

2022

Travelling Salesman Problem for Mexican Magic Towns.

Discrete Maths and Computer Science Project

Implemented a backtracking solution to explore the complete state of solutions and get the optimal one.

Implemented a solution approximation that allowed to compute close to optimal routes for an arbitrary amount of magic towns.

2020

Formal Education

National Autonomous University of Mexico

Bachelor degree in Data Science
Relevant coursework: Machine Learning, Deep Learning, Big Data I and II, Discrete Maths, Data Mining, Information Visualization, Relational Databases, noSQL Databases, Natural Language Processing, Time Series, Concurrent Programming, Stochastic Simulation, Statistics

GPA: 3.84/4.0

Sept 2020 - Jun 2022

National Autonomous University of Mexico

Bachelor of Science in Physics
Relevant coursework: Optics, Scientific Instrumentation, Robotics, Electronics, Mechanics, Quantum Mechanics, Metal Machining, Calculus I-IV, Statistical Mechanics, Observational Astronomy, Philosophy of Quantum Physics

GPA: 3.73/4.0

Sept 2013 - Sept 2020

Colegio Fernández de Lizardi

High School: Chemistry and Biological Sciences
First place of my generation
2010-2013

Other Education

Online Course: Introduction to HTML5

University of Michigan
2021

Online Course: Introduction to Git

Datacamp
2021

Online Course: MongoDB Basics

MongoDB
2021

Seminar: The stories behind graphs

DGTIC, UNAM
2021

Online Course: Database Design

Datacamp
2021

Course/Workshop: High Level Efficiency - An approach to Julia language

IIMAS, UNAM
2021

Online Course: A First Step Towards SAP HANA Query Optimization

SAP
2020

Seminar: Optics IONS OPUMA 2020

OSA
2020

Intensive Course of Philosophy: From Sophists to Aristotle

FFyL, UNAM.
2018

Summer Research Internship

CNyN, UNAM Ensenada
Scientific Poster developed on Atomic Force Microscopy. Participation Diploma.
2018

Course: Ethical Hacking and Penetration Tests

Faculty of Sciences, UNAM
2017

Workshop: Heat transfer at the nanoscale

Institute of Physics, UNAM
2016

Mexico National Convention of Mechatronics

Mexican Society of Mechatronics
Puerto Vallarta, Jalisco. Assistance Diploma
2012

British English Olympics 2012

British English Olympics
Assistance Diploma. Competition took place in England
2012

Skills

Programming Languages & Tools
Other:
  • Relational Databases: PostgresSQL, MySQL
  • noSQL Databases: MongoDB, Cassandra, Neo4j, Redis
  • Adobe: Illustrator, Photoshop, After Effects, Premier
  • Other programming languages: C++ for Arduino, Julia, Fortran, MATLAB
  • Documents: LaTeX, Markdown, Microsoft Word, Excel, Power Point
  • Visualization: Matplotlib, Plotly, Qlik
  • CAD: Solid Works
  • PCB Design: Proteus
  • Microcontrollers: Arduino, PICs, LaunchPad
  • Packages: Pandas, Numpy, SKLearn, PyTorch, SciPy, Spark, NLTK

Leadership

Official Elected representative for Data Science Students at UNAM

IIMAS, UNAM
Elected by the majority of students to hold an administrative position at the academic committee of the bachelor's program of data science at UNAM.

Fomented student participation.

Participated in many administrative processes in the representation of the data science students, including organization of events and the modification of the academic study plan.

Aug 2021 - Jul 2022

Debate Workshop: 2020-2

Law Faculty, UNAM
2020

Active Member Economics Faculty Debate's Team Member

Economics Faculty, UNAM
Participated in several debates, studied argumentation. fallacies, speech, parliamentary procedures and debate protocols.
2018 - 2019

XII Model of United Nations

Mexican Congress of the Union
Represented India in the International Science Council.
2019

Model of United Nations, ULAMUN X

Latinoamerican University
Represented India in the Counter-Terrorism Committee. Participation Diploma.
2018

Debate competition: UNAMESA de Debate

Economy Faculty, UNAM
2018

Oratory Workshop: 2019-1

Law Faculty, UNAM
Semester long course.
2018

Interests

I'm interested in all technology development related topics. The topics I'm interested in range from physical technology to complexity sciences. I believe the fortunate ones that have the opportunity to learn and master the knowledge that we as society have cultivated for centuries have the duty to retribute our luck to the society.

I'm also deeply interested in topics such as philosophy, optics, material sciences, robotics, cybernetics, control theory, political theory, self-organization, artificial intelligence and economics.

When not doing academic work I love to watch movies and videos that expand my view of the world and I love to spend my spare time with my close friends and family.

I love swimming and walking in nature.

Awards

Publications

Languages