Ph.D. Position in A.I. for healthcare

Vor 2 Tagen

Zürich, Schweiz University of Zurich Vollzeit

Your responsibilities

Our goal is to develop state-of-the-art approaches and build best-in-class methods to capitalize on multimodal clinical information for building robust decision support systems powered by (explainable and interpretable) predictive algorithms for guiding patient therapy across all disease stages, the assessment of treatment effects using counterfactual inference and the identification of causal mechanisms driving disease progression (see examples of our latest work [1-8]). Moreover, there are possibilities to expand the research scope towards working with heterogeneous biomedical data.

Your profile

Minimum qualifications:
Master's degree (MSc) in computer science (with emphasis on machine learning), optimization, statistics, applied math or closely related discipline Proficient in Python and the scientific computing stack (SciPy, Numpy, Scikit- learn, pandas) Proficient in one of the deep learning frameworks (PyTorch, Tensorflow, or Jax)
Additional (preferred) qualifications:
Knowledge of probabilistic graphical models (such as Gaussian processes, Neural Process, Bayesian inference or Bayesian NN) Knowledge of explainable AI methods (i.e., model explainability and interpretability) Knowledge/understanding of Generative ML models (i.e. Diffusion model, VAE, autoregressive language model, GAN, etc.) Experience using Linux systems and HPC infrastructure

What we offer

We offer an interdisciplinary research environment, the possibility to direct your own research and access to state-of-the-art computational resources infrastructure.
Access to clinical datasets and medical expertise domain-knowledge (excellent medical doctors and research scientists) Ability to make a real and tangible impact in healthcare research Solve real-world problems and improve hospital-related processes and workflow Stimulating research environment and a place to grow academically and professionally Outstanding working conditions at the University of Zurich.
References
[1] C. Trottet, A. Allam, A. N. Horvath, R. Micheroli, M. Krauthammer, and C. Ospelt, "Explainable Deep Learning for Disease Activity Prediction in Chronic Inflammatory Joint Diseases," in ICML 2023, IMLH Workshop, 2023. [Online]. Available: https://openreview.net/forum?id=W1y2ckWGuX

[2] C. Trottet et al., "Explainable deep learning for disease activity prediction in chronic inflammatory joint diseases," medRxiv, 2023. [Online]. Available: https://doi.org/10.1101/2023.12.05.23299508 (accepted for publication in PLOS Digital Health)

[3] C. Trottet et al., "Modeling Complex Disease Trajectories using Deep Generative Models with Semi-Supervised Latent Processes," in Machine Learning for Health (ML4H) 2023, 2023. [Online]. Available: https://arxiv.org/abs/2311.08149. DOI: https://doi.org/10.48550/arXiv.2311.08149

[4] C. Trottet, M. Schürch, A. Mollaysa, A. Allam, and M. Krauthammer, "Generative time series models with interpretable latent processes for complex disease trajectories," in Deep Generative Models for Health Workshop NeurIPS 2023, 2023. [Online]. Available: https://openreview.net/forum?id=tiqs7trqcC

[5] M. Schürch et al., "Generating Personalized Insulin Treatments Strategies with Deep Conditional Generative Time Series Models," in Machine Learning for Health (ML4H) 2023, 2023. [Online]. Available: https://arxiv.org/abs/2309.16521. DOI: https://doi.org/10.48550/arXiv.2309.16521

[6] M. Schürch et al., "Generating Personalized Insulin Treatments Strategies with Conditional Generative Time Series Models," in Deep Generative Models for Health Workshop NeurIPS 2023, 2023. [Online]. Available: https://openreview.net/forum?id=SXw8DBKoRg

[7] A. Allam et al., "Predicting Interstitial Lung Disease Progression in Patients with Systemic Sclerosis Using Attentive Neural Processes - A EUSTAR Study," medRxiv, 2024. [Online]. Available: https://doi.org/10.1101/2024.04.25.24306365

[8] X. Zheng, M. Schürch, X. Chen, M. A. Komninou, R. Schüpbach, A. Allam, J. Bartussek, and M. Krauthammer, "Clustering of Disease Trajectories with Explainable Machine Learning: A Case Study on Postoperative Delirium Phenotypes," arXiv, eprint 2405.03327, May 2024. [Online]. Available: https://arxiv.org/abs/2405.03327. DOI: https://doi.org/10.48550/arXiv.2405.03327

  • Ph.D. Position in A.I. for healthcare, Zürich

    vor 1 Tag

    Zürich, Schweiz TN Switzerland Vollzeit

    Client:University of ZurichLocation:Job Category:Job search engineJob Reference:92ebc5c44e45Job Views:11Posted:21.01.2025Expiry Date:07.03.2025Job Description:Your responsibilitiesOur goal is to develop state-of-the-art approaches and build best-in-class methods to capitalize on multimodal clinical information for building robust decision support systems...

  • Ph.d. Position in Ai for Precision Oncology

    vor 2 Wochen

    Zürich, Schweiz Universität Zürich Vollzeit

    **Department of Quantitative Biomedicine** **Ph.D. Position in AI for Precision Oncology 100 %**: Start of employment will be mutually agreed **Your responsibilities**: - The primary goal of this position is to develop state-of-the-art machine learning approaches to enhance personalised decision-making in oncology care in the following aspects: -...

  • Postdoc position in AI for Healthcare at the Dynamic and Distributed Information Systems Group

    Vor 2 Tagen

    Zürich, Schweiz TN Switzerland Vollzeit

    Social network you want to login/join with:Postdoc position in AI for Healthcare at the Dynamic and Distributed Information Systems Group of the University of Zurich, ZurichClient: University of ZurichLocation:-Job Reference:aa14f7f546c0Job Views:10Posted:21.01.2025Expiry Date:07.03.2025Job Description:Your responsibilitiesThe Dynamic and Distributed...

  • AI Healthcare Specialist

    Vor 2 Tagen

    Zürich, Schweiz Your Personal AI Vollzeit

    AI Healthcare Specialist at Your Personal AIWe are seeking an AI Healthcare Specialist to join our team in the AI Industry-Specific Roles department at Your Personal AI. As an AI Healthcare Specialist, you will play a crucial role in leveraging artificial intelligence to revolutionize healthcare practices.Utilize AI technologies to analyze healthcare data...

  • AI Healthcare Specialist

    Vor 2 Tagen

    Zürich, Schweiz TN Switzerland Vollzeit

    AI Healthcare Specialist at Your Personal AIWe are seeking an AI Healthcare Specialist to join our team in the AI Industry-Specific Roles department at Your Personal AI. As an AI Healthcare Specialist, you will play a crucial role in leveraging artificial intelligence to revolutionize healthcare practices.Utilize AI technologies to analyze healthcare data...

  • Healthcare Specialist

    Vor 7 Tagen

    Zürich, Schweiz Randstad Switzerland Vollzeit

    Are you ready to take the next step in your healthcare career in Switzerland?Whether you are:SRK-certified Care AssistantHealthcare Professional (FaGe)Certified Nurse HF/FHSpecialized Nurse NDS/HFMedical-technical SpecialistDoctorMedical Practice AssistantWe are here to help you find the next challenge that perfectly fits you and your life.What We Offer...

  • 2 Ph.D. Positions: Designing intelligence in battery-less micromechanical structures

    Vor 5 Tagen

    Zürich, Schweiz Eidgenössische Technische Hochschule Zürich Vollzeit

    2 PhD Positions: Designing intelligence in battery-less micromechanical structuresIntelligent devices are everywhere (in sensors monitoring infrastructure, in medical prostheses, wearables and smart speakers). However, their autonomy is severely constrained by the need for large batteries, which also have a negative environmental impact. A recent study...

  • Postdoctoral Fellow in Sepsis Research – Machine Learning for Healthcare

    Vor 6 Tagen

    Zürich, Schweiz Karlstad University Vollzeit

    Postdoctoral Fellow in Sepsis Research – Machine Learning for HealthcareETH Zürich is well known for its excellent education, ground-breaking fundamental research and for implementing its results directly into practice.The Biomedical Data Science Lab investigates data-driven solutions for healthcare applications with a focus on neurological conditions...

  • Account Executive – Insurance

    Vor 6 Tagen

    Zürich, Schweiz Genesys Vollzeit

    Account Executive – Insurance & HealthcareApply locations: Zurich, SwitzerlandTime type: Full timePosted on: Posted 24 Days AgoJob requisition id: JR105965Genesys empowers organizations of all sizes to improve loyalty and business outcomes by creating the best experiences for their customers and employees. Through Genesys Cloud, the AI-powered Experience...

  • Therapist Needed for Multidisciplinary Healthcare Team

    Vor 7 Tagen

    Zürich, Zürich, Schweiz PhysioMatch Vollzeit

    We are seeking a highly skilled physiotherapist to join our team at PhysioMatch, a leading provider of healthcare services in Switzerland.The ideal candidate will have a strong passion for holistic treatment methods and a commitment to delivering exceptional patient care.Company OverviewPhysioMatch is a modernized practice located on the grounds of a large...

  • Postdoctoral Fellow in Sepsis Research – Machine Learning for Healthcare

    Vor 6 Tagen

    Zürich, Schweiz ETH get hired Vollzeit

    Postdoctoral Fellow in Sepsis Research – Machine Learning for Healthcare09.01.2025The Biomedical Data Science Lab investigates data-driven solutions for healthcare applications with a focus on neurological conditions such as spinal cord injury, lower back pain, neuro-degenerative disorders, and neurological tumors. At the core of our research is the...

  • PhD Position in Wearable Sensors, ETH Zurich, Switzerlands

    Vor 5 Tagen

    Zürich, Schweiz Zuhause In Duesseldorf Vollzeit

    PhD Position in Wearable Sensors: Embark on a cutting-edge research journey as a PhD student at ETH Zurich’s Sensing, Interaction & Perception Lab. This fixed-term position focuses on multi-modal signal processing for learning-based input decoding from wearable sensors, including IMUs, eye gaze, microphones, EMG, and PPG. Contribute to the development of...

  • PhD position in cognitive neuroscience for 4 years

    Vor 5 Tagen

    Zürich, Schweiz Universität Zürich Vollzeit

    Department of Child and Adolescent PsychiatryPhD position in cognitive neuroscience for 4 years 80 %Start of employment from March 2025, temporaryThe Department of Child and Adolescent Psychiatry invites applications for a four-year PhD position financed by the SNSF in the structured PhD Program in Psychology.Project details and responsibilitiesHumour is a...

  • Director Corporate Banking Sector Lead Healthcare

    Vor 6 Tagen

    Zürich, Schweiz Michael Page International (Switzerland) SA Vollzeit

    About Our ClientOur client is a globally recognized financial institution with a strong presence in offering a broad range of corporate and investment banking services. Due to the successful development of the Bank, we are searching for a newly created Director role to build their Healthcare & Pharmaceutical business in Switzerland. We are seeking an...

  • Director Corporate Banking Sector Lead Healthcare

    Vor 5 Tagen

    Zürich, Schweiz Michael Page - Switzerland Vollzeit

    About Our Client Our client is a globally recognized financial institution with a strong presence in offering a broad range of corporate and investment banking services. Due to the successful development of the Bank we are searching for a new created Director role to build their build Healthcare & Pharmaceutical business in Switzerland. We are seeking an...

  • M&A Associate

    Vor 7 Tagen

    Zürich, Schweiz Flynn and Chase Vollzeit

    We are seeking a motivated Mergers and Acquisitions (M&A) Associate with a focus on the healthcare sector to join our client M&A Advisory team. The ideal candidate will have 2 to 5 years of experience in M&A within the healthcare industry, possess strong analytical skills, and demonstrate a keen interest in private markets. This role offers the opportunity...

  • Postdoctoral Fellow in Sepsis Research – Machine Learning for Healthcare

    Vor 6 Tagen

    Zürich, Schweiz NZZone Vollzeit

    The Biomedical Data Science Lab investigates data-driven solutions for healthcare applications with a focus on neurological conditions such as spinal cord injury, lower back pain, neuro-degenerative disorders and neurological tumors. At the core of our research is the collaboration across disciplines spanning expertise in medicine, biology, computer and data...

  • Director Corporate Banking Sector Lead Healthcare

    Vor 3 Tagen

    Zürich, Schweiz Michael Page Vollzeit

    Manage and deepen relationships with existing Pharma & Healthcare clients, ensuring alignment with the organizations strategic goals.Act as the primary point of contact for clients, fostering strong connections at senior levels, including Group Treasury and C-suite executives.Identify and originate new business opportunities within the Pharma & Healthcare...

  • Director Corporate Banking Sector Lead Healthcare, Zürich

    vor 1 Tag

    Zürich, Schweiz TN Switzerland Vollzeit

    Client: [Client Name]Location: [Location]Job Category: FinanceJob Reference: 1ebc733dd779Job Views: 6Posted: 24.01.2025Expiry Date: 10.03.2025Job Description:Manage and deepen relationships with existing Pharma & Healthcare clients, ensuring alignment with the organization's strategic goals.Act as the primary point of contact for clients, fostering strong...

  • M&A Associate

    Vor 6 Tagen

    Zürich, Schweiz Flynn and Chase Vollzeit

    Managing Partner at Fynn&Chase. Executive RecruitmentWe are seeking a motivated Mergers and Acquisitions (M&A) Associate with a focus on the healthcare sector to join our client M&A Advisory team. The ideal candidate will have 2 to 5 years of experience in M&A within the healthcare industry, possess strong analytical skills, and demonstrate a keen interest...