
Dr. Andrei Roibu
Fähigkeiten und Kenntnisse
Werdegang
Berufserfahrung von Andrei Roibu
- Bis heute 1 Jahr und 11 Monate, seit Sep. 2023
Field Application Engineer
Synthara AG
- Unlocked 100x performance gains with optimized AI, LLM, and DSP algorithms; - Accelerated product development by co-developing an embedded emulation AI benchmarking pipeline; - Spearheaded business development initiatives, sourcing and managing 60+ leads; - Translated critical feedback from key client engagements into actionable engineering features; - Delivering talks at international conferences; - Mentored and developed junior engineers; - Created client-focused technical documentation;
- 5 Jahre und 3 Monate, Okt. 2019 - Dez. 2024
Doctoral Researcher - Applied AI & Data Science
University of Oxford
- Discovered 191 statistically significant factors and 57 new biomarkers in brain aging with novel multimodal AI techniques and 3D neuroimaging datasets. - Engineered novel data-fusion algorithms, LLM-based vision language models, and end-to-end data pipelines, focusing on interpretability; - Advanced diagnostic capabilities with deep learning models that translate between structural and functional MRI. - Partnered with Roche Pharma's R&D teams to demonstrate the commercial potential of the research.
- 1 Monat, Sep. 2021 - Sep. 2021
Management Consultant
Careers Service, University of Oxford
- Directed a management consulting project for a local insurance broker, leading a team of five consultants to develop and deliver a new customer segmentation and go-to-market strategy that the client immediately adopted.
- Spearheaded the integration and optimization of a deep learning model for an open-source MRI software, delivering a 12% increase in Alzheimer's imaging segmentation accuracy and reducing analysis time by 90%.
- 9 Monate, Sep. 2018 - Mai 2019
MEng Student - Developing Deep Reinforcement Learning Agents
University of Sheffield
- Pioneered an investigation into neuromorphic AI, validating the feasibility of training reinforcement learning agents with a biologically plausible algorithm (direct feedback alignment) and producing a comprehensive performance analysis that benchmarked the trade-offs between biological plausibility and raw task performance.
- Orchestrated a multidisciplinary engineering review of hydrogen fuel safety practices at the Siemens LCCC facility, delivering re-engineered system designs and process improvements that enabled critical facility expansion.
- Drove the strategic case for entering the regional and eVTOL hybrid-electric aviation market, delivering agent-based models and simulations that lead to the establishment of two new business lines worth over $840M annually. - Advised the Group CTO and senior leadership on long-term technology strategy, translating horizon scanning into business insights. - Provided critical analysis for internal consultancy projects across diverse sectors, including Small Modular Reactors (SMR), robotics, and VR/AR.
- Pioneered a PoC 3D defect detection algorithm that accelerated critical inspection processes by 50%, serving as a key enabler for launching a new business unit focused on inspection automation.
Ausbildung von Andrei Roibu
- 5 Jahre und 3 Monate, Sep. 2019 - Nov. 2024
Artificial intelligence
University of Oxford
- Thesis: Quantifying Brain Ageing using Deep Learning and Large Neuroimaging and Biomedical Datasets - Key Awards: 1851 Royal Commission Industrial Fellowship (one of 13 recipients nationwide), UKRI & EPSRC Full Studentship, named a "Leader of Tomorrow" by Gap Summit. - Key Publication: Presented findings at the 2023 IEEE Swiss Conference on Data Science (SDS).
- 4 Jahre und 10 Monate, Sep. 2014 - Juni 2019
Aerospace Engineering
University of Sheffield
- Relevant Coursework & Thesis: Master's thesis focused on developing Deep Reinforcement Learning agents for games, complementing a rigorous aerospace engineering curriculum. - Key Awards: Mappin Medal and Premium and the Sir Harold West Award for academic excellence. - Leadership: Founded and led "Project Phoenix," the university's largest student-led engineering project, securing £25k in sponsorships to construct a full-scale aircraft.
- 3 Jahre und 10 Monate, Sep. 2010 - Juni 2014
Computer Science
"Petru Rares" National College
- Object of study: Mathematics and Computer Science - Multiple-time medalist at the Romanian National Physics Olympiad.
Sprachen
Französisch
Grundlagen
Deutsch
Grundlagen
Rumänisch
Muttersprache
Englisch
Muttersprache
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