
Humberto Lomeu
@humbertolomeu
I build production AI systems for insurers, financial services, and applied research.
What I'm looking for
I've led AI portfolios at Kunumi serving close to 10 million covered lives across three Brazilian health insurers, including a medical-procedure authorisation system that automated 40% of incoming requests.
At Kunumi, I delivered AI projects across health insurance, banking, retail, infrastructure, and commodities, managing up to 17 data scientists, engineers, and coordinators. The portfolio reached around 45% of company revenue, while my 2023 clients and projects contributed 35% of annual revenue.
More recently, I've researched wind-speed forecasting at COPPETEC on a TotalEnergies-funded project, training ConvLSTM and PredRNN models. I bring an MSc focused on deep learning, three peer-reviewed publications, and a production stack spanning Python, FastAPI, LangGraph, LangChain, AWS Bedrock, Qdrant, pgvector, Docker, and GitHub Actions.
Experience
Work history, roles, and key accomplishments
Researcher – Deep Learning for Wind Speed Forecasting
COPPETEC (in partnership with Total Energies)
- Implement and adapt state of the art deep learning architectures (ConvLSTM and PredRNN) to predict wind speed using historical data from a regional WRF model.
- Develop a hybrid approach that integrates SAR satellite data with WRF outputs to enhance prediction accuracy.
- Design and optimize end-
As a manager at an AI consulting firm, I leveraged technical expertise, business acumen, and leadership to deliver innovative projects across diverse sectors—including retail, infrastructure, health insurance, commodities, and banking. Where we engaged with high-profile clients in Brazil (e.g., Coca-Cola, C&A, Fiat, Itaú, Bradesco, Suzano, Spotify, Unimeds) while leading a talented team in a fast-
At EY, I collaborated with financial services clients—including banks, insurance companies, and pension funds—to integrate data analytics, data science, and business consulting for transformative business outcomes.
Technical & Analytical Expertise:
- Extensive experience in Python for data preprocessing and machine learning model development, utilizing frameworks such as Pandas, Numpy, Scikit-Lea
In this role, I contributed to initiatives that improved workflows and informed decision-making through process mapping, automation, and targeted data analysis.
Technical & Analytical Contributions:
- Utilized VBA as an initial stepping stone, transitioning to Python for tasks such as regular expressions and web scraping to extract and analyze data.
- Assisted with data analysis and visualization
Education
Degrees, certifications, and relevant coursework
Federal University of Rio de Janeiro
Master of Science, Computer Science
2024 - 2026
Dissertation: "Deep Learning for Wind Speed Forecasting: A Case Study
in the South Atlantic with ERA5 Reanalysis Data"
Built and evaluated ConvLSTM and PredRNN architectures for short-term
spatiotemporal wind intensity forecasting, using ERA5 reanalysis data
over the South Atlantic. ConvLSTM proved faster with lower overall
absolute errors; PredRNN performed better in physically complex regions.
Coursera
Principal Component Analysis with NumPy
Issued Aug 2020
Coursera
Data Analysis Using Pyspark
Issued Sep 2020
Coursera
Predict Employee Turnover with scikit-learn
Issued Sep 2020
Coursera
Classification Trees in Python, From Start To Finish
Issued Jul 2020
Coursera
Mejores prácticas para el procesamiento de datos en Big Data
Issued Sep 2020
Coursera
Statistical Data Visualization with Seaborn
Issued Sep 2020
Coursera
Create Docker Container with Flask Seaborn Regression Plot App
Issued Aug 2020
Coursera
Support Vector Machines with scikit-learn
Issued Aug 2020
Coursera
Machine Learrning
Issued Jul 2020
Udemy
Python for Data Science and Machine Learning Bootcamp
Issued Jan 2020
Certiprof
Scrum Foundation Professional Certificate
Issued Aug 2020
Coursera
Neural Networks and Deep Learning
Issued Dec 2020
Coursera
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
Issued Dec 2020
UiPath
Level 2 - Orchestrator 2018.3 Training
Issued Jan 2019
Udemy
Python and Flask Bootcamp: Create Websites using Flask!
Issued Jun 2019
UiPath
RPA Developer Foundation Training
Issued Jan 2019
Automation Anywhere
Bots in Business: How Robotic Process Automation Solves Real-Life Business Challenges
Issued Jan 2019
Universidade Federal de Juiz de Fora
Engenharia Civil
2011 - 2017
Nottingham Trent University
Bachelor of Science (BSc), Civil Engineering
2014 - 2015
Intercâmbio acadêmico em Engenharia Civil pelo programa Ciência sem Fronteiras na Nottingham Trent University, no Reino Unido.
Participação em diversas palestras oferecidas pela universidade sobre BIM, desenvolvimento sustentável, segurança no trabalho no Reino Unido, transporte público e outras alternativas ligadas a mobilidade urbana. Participação em eventos da construção civil como Ecobuild Lon
Availability
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