À propos de Benjamin
Driven to solve complex challenges, I like to make use of my broad expertise and curious mindset to provide a real impact on operations. I learn fast, and am target driven. I'm easy to work with, and love to pass on knowledge.
Beyond simply coding a tool to match a given need, I'm more than eager to see how this particular need fits into your general organisation, and to provide a more comprehensive solution, combining the definition of new processes with new/improved tooling.
I'm a well-versed software developer / system admin with a solid background in biology/clinical research. As such, I'm able to communicate efficiently with non-technical experrts, be it to gather their much needed insight, or to communicate on needed changes in the organisation.
Français
Bilingue ou natif
Anglais
Bilingue ou natif
Néerlandais
Notions
Allemand
Notions
Italien
Notions
Accepte de travailler sur site
Liège (jusqu’à 50 km), Bruxelles (jusqu’à 10 km)
Expériences
- RadiomicsHead Of Technologyjuin 2020 - Aujourd'hui (6 ans)Liège, Belgium## Management / Strategy ##- Designed a company software architecture for 5 years, including enhancement/optimisation of existing tools (solving bottlenecks) and design and development of complete novel tools (annotation platform, commercial project automated pipeline, data warehouse)- Managed technical (IT, software engineering, R&D and data) teams, including work planning and employee management (SCRUM, user-driven development...)- Development from scratch, and continuous optimisation of company workflows (lean management)- Continuous training and evangelisation of company staff to technical / information security matters ## Software Development ##- Scaling of a CT scan-based COVID19 diagnostic tool (COVIA) to serve more patients (1000s of patients a day)- Supported the complete overhaul of a federated learning platform (DistriM) to allow a network of hospitals to train AI models in a distributed fashion- Supported the implementation of a ML-Ops strategy to enhance AI model development and management- Complete review of the company statistic tools to enhance data analysis efficiency- Supported the development of two software as medical devices (under EU MDD) based on CT-scan analysis ## Quality, Data Management and Clinical Operations ##- Established internal data standard to prepare for the development of a data warehouse- Supported the setup of a complete data management workflow, compliant with GCP and GDPR- Supported planning and initial operations of the SALMON clinical trial (1000 patients, sponsored by Radiomics)- Supported ISO 13485 certification (+IEC 62304) ## IT Infrastructure ##- Scale-up of the infrastructure to support high loads and user numbers- Containerisation (+ orchestration) of the jobs with docker and kubernetes- *Information Security*: Efforts to certify (ISO 27001) the information infrastructure of the company- Data and system access overhaul to implement strong compliance with GDPR and client requirements
- RadiomicsArtificial Intelligence Researchermai 2018 - mai 2020 (2 ans)Liège, Belgium## Software Development ##- Overhaul of an existing proprietary solution for medical image analysis (refactor, algorithm optimization...)- Developed complete pipeline to industrialise AI model development (from data ingestion to model prediction)- Supported R&D team in the development of a COVID19 identification model from CT-scans- Assembling of the COVID19 identification model in a medical device (research use), COVIA, in *one week*- Integration of the COVIA software tool with clinical practice in collaboration with the local hospital (100s of patients scanned each day) ## AI Model Development ##- Bibliography on novel techniques for computer vision- Developed organ segmentation models- Established a data curation and warehousing pipeline from scratch- Guided PhD students into their work (computer vision and federated learning) ## IT Infrastructure ##- Setup of a complete on-premise infrastructure from scratch (computing, network and storage) to support development jobs- Setup of a cloud-based computing and storage solution to push production jobs- Setup of an ERP/CRM tool for the company ## Other ##- Continuous support of commercial project execution (image analysis, statistical planning and analysis, reporting)- Business intelligence (software tool development and data analysis)
- BAYERComputational Biologistnovembre 2017 - avril 2018 (5 mois)Sophia Antipolis, France## Technological Transition in Data Management ##- Worked in close collaboration with team leads to map existing workflows and spot bottlenecks- Proposed solutions to solve the bottlenecks with simple technological solutions- Trained staff to the use of new technological solutions ## Data Curation ##- Gathered major toxicology data in central databases- Adapted data to a SDTM model (SEND)- Migrated from an old database management system to a new data warehouse developed in-house- Supported the architecture design of the new data warehouse (toxicology data)- Elaborated internal controlled-terminologies compatible with SEND format
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Formations
- Doctor of Philosophy (Ph.D.), Biomathematics, Bioinformatics, and Computational BiologyUniversité Côte d'Azur2017Doctor of Philosophy (Ph.D.), Biomathematics, Bioinformatics, and Computational Biology
- Master's Degree, Bioinformatics and Modelling for BiologyPolytech Nice Sophia2014Master's Degree, Bioinformatics and Modelling for Biology