Roel H.

• Konsultointityö data-analytiikan ja kryptovaluuttojen aloilla.

Clients and Projects:

- Electrolux is a Swedish multinational home appliance manufacturer headquartered in Stockholm.

• Utilized Python packages (lifetimes, attribution, surpyval) to analyze customer purchase behaviors and marketing channel effectiveness.
• Optimized marketing strategies and the sales funnel through detailed customer journey mapping, increasing conversions and customer satisfaction.

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- BEF4U is a Belgium company predicting the energy consumption in shopping malls

• Developed predictive models to forecast energy consumption in shopping malls.
• Analyzed large datasets to identify patterns and optimize energy usage, contributing to cost-saving strategies.

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- Uptime water management provider

• Developed a Python-based system comprising a dashboard for visualization and parameter tuning, and a batch processing engine for analyzing sensor data.
• The AI model learned to identify pump usage by detecting temperature changes when water was pumped.

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- Polpo, LLM project, using a Dutch model and Langchain to process big documents in chunks (political papers, reports of discussions from Dutch parliament). Found the right model based on language and confidentiality needs. Worked on minimizing the response time.

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- fBeta GmbH, evaluation of LLM generated answers versus human expert answers

• different evaluation metrices were developped to compare human expert answers verus LLM generated answers based on word embeddings.

• Ollut suuresti mukana maailman ensimmäisen anturipohjaisen häränpisteytysjärjestelmän kehittämisessä Professional Bull Riders -organisaatiolle tekoälyn avulla.
• Vastasi häränpisteytyksen analytiikkaratkaisun käyttöönotosta.
• Viimeisteli projektin asiakkaan toiveiden mukaiseksi.
• Osallistui erilaisiin ennakkomyyntitoimintoihin ja soveltuvuusselvityksiin. Lisäksi osallistui monen urheiluun ja viihteeseen, kuten koripalloon, ratsastukseen ja surffaukseen, liittyvän projektin määrittelyyn.

AGT International is a leader in Artificial Intelligence for IoT solutions. Proven expertise is across various sectors, including smart cities, manufacturing, safety and security, and enabling independent living for the elderly.

• Provided a major contribution to developing the world's first sensor-based bull scoring system using artificial intelligence for the Professional Bull Riders organization.

• Responsible for the implementation of the analytics solution of bull scoring. This included sensor signal processing, feature extraction of bull parameters, and model building to predict the difficulty of a ride according to multiple criteria.

• Finalized project to customer satisfaction.

• Participated in various pre-sales activities, proofs-of-concept and scope definition for multiple projects in sports and entertainment, including basketball, horse riding, and surfing.

• Loi prototyyppejä ja tuotantokoodeja monia Industry 4.0 -sovelluksia varten, mukaan lukien raskaiden koneiden ennakoiva kunnossapito, koneiden tilan arviointi ja poikkeamien havaitseminen.
• Oli mukana kehittämässä järjestelmää, joka valvoo patojen vakautta paikan päällä olevien antureiden avulla. Analyysityöhön sisältyi virheiden ennustaminen, trendianalyysi, mallintaminen ja monimutkaisten ympäristöjärjestelmien simulointi.

AGT International is a leader in Artificial Intelligence for IoT solutions. Proven expertise is across various sectors, including smart cities, manufacturing, safety and security, and enabling independent living for the elderly.

• Build prototypes and production code for various applications in Industry 4.0, including predictive maintenance for heavy machinery, machine state estimation, and anomaly detection. Customers were from the German industry.

• Contributed to a system for dike stability monitoring with in-site sensors.

• The analytics work included failure prediction, trend analysis, modeling, and simulation of complex environmental systems.

• Developed analytics code for various projects, including automatic flood detection using radar imagery, non-destructive testing of material defects using Terahertz radiation, mine detection on the seafloor using synthetic aperture sonar imagery