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Christoph AndersCA

Christoph Anders

Senior Backend Engineer & PhD Researcher

750 €/Tag
Braunschweig, DE
8-15 Jahre

Durchschnittliche Reaktionszeit: 1h

Über Christoph

Unlike traditional consultants who treat documentation as an afterthought, I have a "Compliance-by-Design" approach. I architect your technical backend to meet MDR and ISO requirements during development, offering both strategic guidance and hands-on engineering support.

I bridge the methodological rigor of elite medical research (experienced at Charité and University Hospital Bonn) with deep IT engineering expertise. Having personally initiated, executed, and published clinical AI studies in prestigious journals such as Nature Scientific Data and having been awarded the eTELEMED 2024 Best Paper award, I conceptualize, develop, and document complex ML models and automated pipelines to pass Notified Body audits.

I learned that valuable health insights are rarely found in "clean" laboratory datasets alone; they exist in the noise of daily life. As a PhD Candidate at the Hasso Plattner Institute (Dissertation submitted), I have spent five years navigating this complexity—from driving five self-initiated ethics applications to analyzing 500+ hours of real-world wearable data. My focus was on transforming high-dimensional biosignals (EEG, PPG, EDA) into validated digital biomarkers that remain robust in uncontrolled, naturalistic environments.

I am a Python and Backend specialist building production-ready, containerized pipelines (e.g., with Docker/Kubernetes) for the next generation of digital health tools. Whether optimizing deep learning models (e.g., CNNs, LSTMs, GANs) to outperform benchmarks or discussing explainable AI with medical doctors, I prioritize building transparent, evidence-based systems that can be trusted.

By merging high-level research with production-grade engineering, I minimize the risk of certification delays and strategically secure your market entry. Let's turn your raw sensor data into scalable, actionable, and audit-ready health insights.

I have a deep passion to make this world a better place, and I'm based in both Germany and Chile.
  • Deutsch

    Muttersprachlich oder zweisprachig

  • Englisch

    Muttersprachlich oder zweisprachig

  • Spanisch

    Konversationssicher

  • Französisch

    Grundkenntnisse

Nur remote
Führt Projekte hauptsächlich remote aus

Projekt- und Berufserfahrung

  • Hasso Plattner Institute
    Senior Backend Engineer & PhD Researcher
    FORSCHUNG
    April 2021 - November 2025 (4 Jahre und 7 Monate)
    14 Potsdam, Germany
    High-Frequency Data Acquisition & Feature Engineering: Developed Python scripts (NumPy, SciPy, Scikit-Learn, etc.) to automate data collection, cleaning, preprocessing pipelines, and feature extraction from high-dimensional time-series sensor data (e.g., EEG, gyroscope, PPG, EDA, and acceleration) and associated metadata log files, establishing robust signal generation streams.
    Predictive Modeling & Outperformance: Utilized Machine Learning (SVM, k-NN, logistic regression) and Deep Learning models (CNNs, GANs, LSTMs) to perform time-series classification on complex data, enabling faster decision-making. Outperforming related work by more than 15% across various datasets and studies, directly transferable to developing low-latency alpha signals, showcasing a valuable competitive edge.
    Rigorous Statistical Validation & Education: Applied advanced statistical inference to validate experimental results, translating complex raw data into actionable quantitative insights. Actively supported teaching material for the chair of Digital Health - Connected Healthcare 'Statistics in Connected Healthcare' and 'Data Science for Wearables' lectures, demonstrating expertise in statistical methodology.
    Quantitative R&D Project Leadership: Successfully led four multidisciplinary research projects from conceptualization to completion in areas directly transferable to signal discovery, including advanced time-series analytics.
    Data Governance & Scientific Reporting: 0-1 approval for five separate ethics proposals at major institutions, demonstrating expert capability in project reporting, clear scientific communication, and establishing legal and ethical frameworks. Clear command of data governance and regulatory compliance. Architected HIPAA/GDPR-compliant data acquisition pipelines.
    Technical Mentorship & Coaching: Supervised and mentored Master's students on technical topics, including data science, machine learning, and time-series analysis.
    Python Machine learning Data analysis Project Management Time Series
  • Hasso Plattner Institute
    Data Analyst (Healthcare Compliance)
    FORSCHUNG
    Juni 2020 - Juli 2020 (1 Monat)
    14 Potsdam, Germany
    Market and Technical Feasibility Research for Novel Data Streams: Conducted an in-depth literature search and scientific findings synthesis to support the kick-off project of a new PhD student, providing the initial data scope and rigorous ethical framework for complex time-series data relevant to neurological disorders (Epilepsy)
    Technical Documentation Regulatory Compliance Data analysis Project Management Time Series
  • Charité University Hospital
    Scientific Researcher (Experimental Data Collected at 10 kHz)
    GESUNDHEIT & WELLNESS
    Januar 2020 - Juli 2020 (6 Monate)
    Berlin, Germany
    Advanced Signal Measurement Setup Development: Planned and secured ethics approval for a study on "Influence of high-frequency somatosensory evoked potentials," and engineered the measurement software using Python in conjunction with custom hardware (low-noise amplifier), demonstrating capability in low-latency data acquisition system extension.
    Machine learning CI/CD-Management Hardware Python Forschung und Entwicklung

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Ausbildung und Abschlüsse

  • Doctor of Engineering (all but defended)
    Hasso Plattner Institute
    Doctor of Engineering
  • Master of Science
    Hasso Plattner Institute
    2021
    Master of Science

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