Senior Data Scientist

🕒 June 3

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Logo of Solventum

Solventum

10,000+ employees

⚕️ Healthcare Insurance

📚 Education

🧘 Wellness

Healthcare Insurance • Education • Wellness

Solventum is a healthcare-focused company renowned for its innovative solutions aimed at improving medical and oral care outcomes. The company offers a variety of medical technologies, including advanced wound care, surgical solutions, and sterilization products. Solventum also provides advanced oral care solutions, health information and technology services, and purification and filtration products for biopharmaceutical applications. Furthermore, Solventum places a strong emphasis on sustainability and education, providing resources and training for healthcare professionals globally. Their commitment to innovation and better healthcare has made them a leader in the healthcare industry, dedicated to enhancing patient safety and healthcare efficiencies.

📋 Description

• Scoping and designing NLP/NLU applications that support clinical understanding of medical documents and downstream healthcare workflows. • Translating business and clinical requirements into mathematical and experimental criteria, ensuring models are measurable, reliable, and auditable. • Processing, aligning, and enriching diverse structured and unstructured medical datasets for deep learning, LLMs, and agentic AI systems. • Developing and evaluating deep learning models, including transformer-based architectures and neural architectures such as CNNs and attention mechanisms for capturing linguistic patterns in clinical text. • Understanding and mitigating model weaknesses, including bias, drift, hallucination behavior, and robustness concerns. • Designing experiments and error analyses that explain model behavior and enable clear communication with both technical and non-technical audiences. • Deploying models into Solventum’s cloud environment, partnering with ML engineering to ensure reliability, observability, and compliance within regulated healthcare systems. • Staying current with emerging research in NLP/LLMs, evaluating new methods and identifying opportunities to advance Solventum’s deep learning initiatives.

🎯 Requirements

• Master's degree or PhD in computer science, mathematics, or related fields or Bachelor’s degree with at least 5 years of IT experience • Solid experience in Python especially in deep learning for text analysis and libraries such as PyTorch and Transformers • Solid grasp of statistics and exploratory data analysis • US citizenship or permanent resident required • Experience conducting research-driven NLP/NLU work involving representation learning, attention mechanisms, or hybrid neural architectures. • Ability to self-organize across multiple technical and business contexts, communicating complex findings with clarity and confidence. • Experience extracting insights from complex clinical datasets and presenting those insights to varied audiences. • Familiarity with AWS, GitHub, CI/CD, and scalable ML deployment practices. • Hands-on experience with LLMs, prompting, fine-tuning, or agentic AI frameworks. • Experience with ETL of large-scale text using tools such as PySpark, Spark NLP, or distributed data frameworks. • Exposure to clinical coding systems or medical terminologies (e.g., ICD, CPT, SNOMED) is a plus.

🏖️ Benefits

• Medical, Dental & Vision • Health Savings Accounts • Health Care & Dependent Care Flexible Spending Accounts • Disability Benefits • Life Insurance • Voluntary Benefits • Paid Absences • Retirement Benefits

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