henrique foerste
@henriquefoerste
Data Scientist and Embedded ML Engineer focused on practical AI that runs on real devices and scales with data.
What I'm looking for
I’m a Data Scientist and Embedded ML Engineer with hands-on experience in AI/ML research, embedded systems, and data analysis. I like turning models into reliable, reproducible solutions—especially when they must work within real hardware and production constraints.
At Samsung Electronics, I developed an embedded ML model using TensorFlow Lite Micro to classify physical exercises from accelerometer data. I also improved Galaxy Watch heart rate zone detection by building and iterating with C/C++, Python, and Bash, while keeping the workflow collaborative and versioned using Git and DVC.
In my AI Research Intern role, I worked with large-scale Samsung customer data using Apache Zeppelin and PySpark, and I built an Android demo application integrated with Samsung Health to prototype health features. I enjoy bridging research and product by translating insights into prototypes that can be validated quickly.
My background includes NLP-focused research at the University of Campinas, where I helped develop a training program for Portuguese data annotation and fine-tuned the UBAR model on 5,000+ chatbot conversations to improve conversational performance. I’m now looking for full-time opportunities where I can apply my AI/ML and embedded expertise to impactful projects end to end.
Experience
Work history, roles, and key accomplishments
Developed an embedded ML model using TensorFlow Lite Micro to classify physical exercises from accelerometer data and improved Galaxy Watch heart rate zone detection. Streamlined reproducible ML workflows with Git and DVC and coordinated PR reviews to accelerate development in the data registry repository.
Analyzed large-scale Samsung customer data using Apache Zeppelin and PySpark. Built an Android demo application integrated with Samsung Health to prototype health-related features.
Undergraduate Researcher
University of Campinas
Mar 2021 - Aug 2022 (1 year 5 months)
Supported development of a training program for Portuguese data annotation and fine-tuned the UBAR model on 5,000+ chatbot conversations. Improved conversational performance through targeted NLP model training and evaluation.
Software QA Intern
Padtec
Feb 2022 - Jul 2022 (5 months)
Built monitoring infrastructure with Grafana, InfluxDB, and Telegraf, reducing equipment downtime by 40%. Automated recurring tasks using crontab to ensure consistent, timely system execution.
Education
Degrees, certifications, and relevant coursework
University of Campinas (Unicamp)
Bachelor of Science, Electrical Engineering
B.Sc. in Electrical Engineering at the University of Campinas (Unicamp), completed in July 2024.
Technical University of Munich (TUM)
Exchange Program, Electrical Engineering
Exchange program in Electrical Engineering at Technical University of Munich (TUM) in March 2023.
Federal Institute of Espírito Santo (IFES)
Mechanical Technician Diploma, Mechanical Technician
High school Mechanical Technician Diploma from the Federal Institute of Espírito Santo (IFES), completed in November 2018.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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