プロフィール詳細

プロジェクトを作成

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Duco G.に依頼

Netherlands

AI & ML Engineer | PhD Candidate in AI for Cancer Detection via Liquid Biopsies

プロフィール概要

AI & machine learning specialist in healthcare genomics, focused on early cancer detection from liquid biopsy (cell-free DNA). PhD candidate at the Netherlands Cancer Institute and TU Delft, developing deep learning methods for fragmentomics and methylation-based detection, with a focus on ovarian cancer. I support biotech, medtech, and research teams by turning complex biomedical data into reliable ML models and actionable insights. Typical projects include cfDNA analysis, biomarker discovery, model development and validation, multimodal data integration, statistical analysis, and scientific writing support. In parallel, I build production AI systems as a freelance engineer: RAG pipelines, intelligent agents, and automated analytics platforms for healthcare and life science clients. I bring academic rigor and the engineering discipline to ship working solutions.

専門分野

• ☆ Computational Biology
• ☆ Biostatistics
• ☆ Data Analysis
• ☆ Computer Simulation/Computational Modeling
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Big Data Analytics
• ☆ Machine Learning
• ☆ Text Mining & Analytics
• ☆ Natural Language Processing
• ☆ Neural Networks
• ☆ Pattern Recognition
• ☆ Artificial Intelligence
• ☆ Deep Learning
• ☆ Business Analytics
• ☆ Bioinformatics
• ☆ Gene & Protein Expression Analysis
• ☆ Python
• ☆ Excel
• ☆ R
• ☆ Scikit-learn
• ☆ Women's Health
• ☆ Ovarian Cancer
• ☆ Biopsy

サービス

• Writing
• Research
• Consulting
• Data & AI

Writing Medical Writing, Technical Writing

Research Technology Scouting, Scientific and Technical Research, Systematic Literature Review

Consulting Healthcare Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-ML, Data Visualization, Big Data Analytics, Text Mining & Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

職務経験

PhD candidate

Netherlands Cancer Institute (NKI)

11月 2020 - 11月 2025

学歴

Masters in Chemical Engineering

Delft University of Technology

9月 2018 - 8月 2020

Biopharmaceutial sciences

Universiteit Leiden

9月 2013 - 5月 2017

認定資格

• 認定資格の詳細は未入力です。

出版物

JOURNAL ARTICLE

Duco H K Gaillard, Pien Lof, Erik A Sistermans, Tom Mokveld, Hugo Mark Horlings, Constantijne H Mom, Marcel J T Reinders, Frédéric Amant, Daan van den Broek, Lodewyk F A Wessels, et al. (2024). Evaluating the effectiveness of pre-operative diagnosis of ovarian cancer using minimally invasive liquid biopsies by combining serum human epididymis protein 4 and cell-free DNA in patients with an ovarian mass . International Journal of Gynecological Cancer.