Humberto Sandmann

hsandmann@ieee.org

hsandmann.github.io
hsandmann
hsandmann
0000-0001-7758-695X

Computer scientist specializing in bio-inspired neural computing, computational complexity and dynamics, pattern recognition, small-world theory, and banking knowledge. With a focus on understanding the foundations of human computation, I investigate biological neuronal approaches to replicate processing behaviors in computational intelligence.

In the realm of programming, I bring a strong background in highly complex domains, including modeling, software architecture, artificial intelligence, machine learning, deep learning, computer vision, cryptography, and high-performance computing, among others.

Research Interests

Computational for large-scale systems
Machine learning and artificial neural networks
Nonlinear systems and dynamics networks
Synchronization of coupled oscillators

Background

mar.2012 ↑ mar.2007	D.Sc.Polytechnic School of the University of Sao Paulo thesisSpike patterns and computation in dynamical neural networks doi10.11606/T.3.2012.tde-05092012-165022 advisorProf. Dr. Emilio Del Moral Hernandez presentationslides supported by CNPq - grant 140632/2007-7 mar.2007 → dec.2009 ∧ sep.2010 → feb.2011
sep.2010 ↑ aug.2009	D.Sc. InternshipMax Planck Gesellschaft für Dynamik und Selbstorganisation advisorProf. Dr. Marc Timme supported by CAPES - grant BEX 4076-09-5 jan.2010 → ago.2010 Pró-Reitoria da Pós-Graduação da USP aug.2009 ∧ dec.2009 (flight tickets GRU ⇄ FRA) José Humberto Sandmann - my father aug.2009 → dec.2009 (German language classes/exams) Max Planck Institute - Networks Dynamics Group aug.2009 → nov.2009 (accommodation in Goettingen)
jun.2006 ↑ feb.2003	M.Sc.Polytechnic School of the University of Sao Paulo dissertationPrediction of time series using architecture based on neuro-fuzzy systems doi10.11606/D.3.2006.tde-01042009-095125 advisorProf. Dr. Marco Túlio Carvalho de Andrade
dec.2002 ↑ feb.1999	B.Sc.Faculdade de Engenharia Industrial Computer Science Bachelor
dec.1998 ↑ feb.1996	Escola Técnica Jorge Street Technician in Industrial Computation

Lectures

now ↑ jun.2018	Insper Sao Paulo, Brazil now ↑ feb.2020 Associate Professor 2025.1 Platform, Microsservices and APIs material Spring Cloud, inMemory Database, Redis, JWT, DevOps, Jenkins, Docker, K8s Cloud Computing spring MAAS, Juju, OpenStack, K8s 2025.s Design of Software material Python 2025.s Design of Softwarematerial 2024.2 Cloud Computingmaterial 2024.1 Platform, Microsservices and APIsmaterial Design of Softwarematerial 2023.2 Design of Softwarematerial Information System for Administration and Economy 2023.1 Information System for Administration and Economy 2022.2 Information System for Administration and Economy 2022.1 Design of Softwarematerial 2021.2 Design of Softwarematerial 2021.1 Design of Softwarematerial Spreadsheet Automation in Excelmaterial 2020.1 Spreadsheet Automation in Excelmaterial jan.2020 ↑ aug.2018 Assistant Professor 2019.2 Design of Software 2019.1 Design of Software 2018.2 Foundations for Physical Communication
now ↑ jun.2014	ESPM Sao Paulo, Brazil Associate Professor 2025.1 Applied Mathematics material Propositional Logic Oriented Object Programming spring OOP, Design Patterns, Docker, Spring Boot, Spring Cloud 2024.1 Applied Mathematics material Propositional Logic Oriented Object Programming spring OOP, Design Patterns, Docker, Spring Boot, Spring Cloud
apr.2015 ↑ mar.2015	Toledo Prudente Centro Universitário Sao Paulo, Brazil Visiting Professor
dec.2015 ↑ mar.2012	FIAP Sao Paulo, Brazil Associate Professor
jul.2013 ↑ mar.2012	Universidade Cruzeiro do Sul Sao Paulo, Brazil Associate Professor
jul.2011 ↑ mar.2011	Universidade Nove de Julho Sao Paulo, Brazil Temporary Professor

Experiences

jun.2019 ↑ may.2018	RockSpoon Sao Paulo Area, Brazil - Palo Alto, United States Senior Software Architect and Machine Learning Engineer	POS, ERP, Payroll, JavaEE, Postgres, Software Architecture, OpenCV, Machine Learning, Computer Vision, GoLang, Android, Kotlin.
jul.2016 ↑ oct.2015	Banco Votorantim Sao Paulo Area, Brazil Contractor: Senior Consultant for Computational Optimization	ROE, Banking Business, High-Performance Computing, J2EE, Spring Boot, Automating Testing, Jenkins.
oct.2023 ↑ mar.2012	SelsanTech Sao Paulo Area, Brazil Co-Founder	Machine Learning, Software Architecture.
nov.2011 ↑ aug.2011	TecBan Sao Paulo Area, Brazil Contractor: Senior Consultant for Computational Optimization	ATM, J2EE, InMemory Database, High-Performance Computing.
jun.2007 ↑ feb.2006	ABN Amro Bank Sao Paulo, Brazil Contractor: Senior Software Engineer/Architect	Stock Market, Trading, Core Banking, Software Architecture, Cryptography, HSM, BouncyCastle, PKI, PCKS, Java, Servlet, Database.
now ↑ feb.2006	H-Sandmann Sao Paulo Area, Brazil Founder	Machine Learning, Software Architecture.
jan.2006 ↑ aug.2005	Politec Sao Paulo, Brazil Senior System Analyst
jul.2005 ↑ jul.2004	EverSystems Sao Paulo, Brazil Senior Software Engineer/Architect
mar.2003 ↑ sep.2002	Central Online Sao Paulo, Brazil Senior System Analyst
sep.2002 ↑ oct.1999	Datamace Sao Paulo Area, Brazil Senior System Analyst
oct.1999 ↑ mar.1998	Heraeus Electro-Nite Sao Paulo Area, Brazil Computer Programmer

Publications

E.Del-Moral-Hernandez; H. Sandmann; G.Araujo; Context dependent pattern recognition - A framework for hybrid architectures bridging chaotic neural networks based on Recursive Processing Elements and symbolic information. IEEE Transactions on Neural Networks, 2009. doi: 10.1109/IJCNN.2009.5179061.

L.A. da Silva; H. Sandmann; E.Del-Moral-Hernandez; A self-organizing architecture of recursive elements for continuous learning. IEEE Transactions on Neural Networks, 2008. doi: 10.1109/IJCNN.2008.4634190.

E.Del-Moral-Hernandez; H. Sandmann; L.A. da Silva; Pattern recovery in networks of recursive processing elements with continuous learning. IEEE Transactions on Neural Networks, 2004. doi: 10.1109/IJCNN.2004.1379877.