Sinhué Siordia Millán

Master's degree in Bioengineering & Intelligent Computing

2020 - 2022

University of Guadalajara, MX

Automatic prediction of the clinical diagnosis of pulmonary embolism or pneumonia from analyzing electronic health records with machine learning and natural language processing from Mexican hospitals. Information extracted and stored from PDFs formats using Python and MySQL.

Design and create databases with MySQL for clinical data storage.

Clinical data mining using the Knowledge Discovery in Databases (KDD) methodology, regular expressions, and natural language processing.

Clinical data analysis with different algorithms: Decision Trees, Random Forest, Support Vector Machine, Neural Networks, Adaboost and BiLSTM (Bidirectional Long Short-Term Memory).

Project files:

Pneumonia and Pulmonary Thromboembolism Classification Using Electronic Health Records

Project Article:

DOI:10.3390

Automatic identification of clinical laboratories variables related to the correct and incorrect diagnosis of pneumonia and pulmonary embolism.

Exportation of structured data with the use of data frames to csv files.

Data analysis using algorithms of association rules (Apriori) with Python.

Project Article:

DOI:10.24254/CNIB.21.56

Bachelor in Mechatronics Engineering

2010 - 2015

Institute Technology of Culiacan, MX

Design and programming of the control and GUI for a microalgae photobioreactor using Java

Programming and administration of databases in ACCESS with communication to Visual Basic with SQL for the control, follow-up, and reduction of administrative costs in the maintenance department of Kostal Mexicana, S.A. de C.V.

Data Engineering and AI with Databricks

2026

SmartData Center - SDIDIA-20261535

MLOps Specialization: From Model to Production Environment

2026

SmartData Center - SDMLO-20260131

Specialization in Data Science and Generative AI with Python

2026

SmartData Center - SDIAG-20260816

Generative AI Fundamentals

2026

Databricks Academy Accreditation - ID-189247281

Platform Administrator

2026

Databricks Academy Accreditation - ID-189244926

Databricks Fundamentals

2026

Databricks Academy Accreditation - ID-189013264

Data Scientist and MLOps Researcher

2026 - Present

Self-employed, Culiacan, Sin, MX

• Design and build a Job Workflow that extract, transform, and load (ETL) the real-life dataset about bank loan renewal projects saved in a delta lake storage, using an automatic pipeline with Azure Databricks Platform
• Develop, implement and integrate the bank loan renewal project with a MLOPs end-to-end workflow with docker, MLflow models and experiment tracking, unitary tests, fastapi framework, automatic CI/CD with model deploy in Google Cloud Run.
• Develop and implement machine learning models to make predictions about identifying bank customers most likely to renew a loan, analyzing real-life datasets to extract meaningful insights and identify patterns, trends, and correlations with the main objective of optimizing sales conversion campaigns and reducing advertising contact costs through accurate predictive modeling.

Tech Lead

2024 - 2026

Coppel, Culiacan, Sin, MX

• Design, manage and lead developer strategies to achieve the goal.
• Lead Scrum Events alongside the Scrum Master, optimizing team planning and delivery processes.
• Mentored engineering teams and enforced Clean Code standards, peer code reviews, and robust CI/CD pipelines on Azure DevSecOps for scalable software and data solutions.
• Continuous value delivery using tools from scrum and agile methodologie.
• Implement reviews of CI/CD pipelines on Azure DevSecOps for software deployments on on-premises Red Hat Linux servers and Google Cloud Platform (GCP).
• Redact technical documentation solutions and production installations for efficient knowledge transfer.
• Configure and maintain reliable development and testing server environments.
• Design and configure API proxies with Google Apigee platform.

Software Architect

2023 - 2024

Coppel, Culiacan, Sin, MX

• Design UML (Unified Modeling Language) diagrams for architecture solutions.
• Impacts estimation for new software improvements and developments.
• Ensuring code scalability and maintainability.

Quality Engineer

2018 - 2020

Continental Automotive, Tlaquepaque, Jal, MX

• Application of methodologies for client problem solving.
• Maintain customer supplier and production requirements in accordance with legal regulations.
• Core tools application and evaluation.
• Define and implement quality strategies and continual improvement processes.

Metrology Technician

2017 - 2018

Insert Technology of Mexico, Culiacan, Sin, MX

• Develop and perform R&R (Repeatability & Reproducibility) analysis for approval of measurement methods.
• Build and follow up PPAP (“Production Part Approval Process”) packages.

Project Engineer

2016 - 2017

Rochin Industries, Culiacan, Sin, MX

• Developer and designer of processing and packaging lines for post-harvest vegetables in the agro-industry.
• Implementation of Visual Basic programs and ACCESS databases for project management.