Job Description
Staff Consultant AI/ML & Medical Imaging
Role Overview
- 4 8 years in AI/ML, Data Science, or Medical Imaging; 3+ years in medical imaging AI.
- Develop, fine-tune, validate, and benchmark AI models for tumor/lesion segmentation and risk prediction.
- Work closely with radiologists, clinicians, data scientists, and technical teams.
- Remote, with willingness to travel to client locations.
Key Responsibilities
- Fine-tune pre-trained models using transfer learning and hyperparameter optimization.
- Develop segmentation and predictive models using PyTorch, MONAI, nnU-Net.
- Evaluate segmentation using Dice, IoU, Hausdorff Distance, Sensitivity, Specificity, Precision, Recall.
- Build risk prediction models using imaging + clinical data.
- Develop scalable and reproducible medical imaging inference pipelines.
- Perform validation, benchmarking, cross-validation, and external testing.
- Test model generalizability across institutions, scanners, protocols, and patient populations.
- Identify bias, performance degradation, and recommend improvements.
- Prepare technical documentation, validation reports, and stakeholder presentations.
Must-Have Skills
- Python, PyTorch, MONAI, nnU-Net
- NumPy, Pandas, Scikit-learn, Git
- Deep learning, transfer learning, fine-tuning, hyperparameter tuning
- Medical imaging: CT, MRI, PET, Digital Pathology
- DICOM and tumor segmentation workflows
- Model validation, benchmarking, statistical analysis
- Risk prediction and predictive analytics
- Generalizability/external validation
- Knowledge of radiomics, imaging biomarkers, and Explainable AI
Numbers & Facts
| Location | NULL, CA (Remote) |
Skills
Artificial Intelligence (AI)unmatched
Benchmarkingunmatched
Biomarkersunmatched
Clinical Dataunmatched
Consultingunmatched
Data Scienceunmatched
Deep Learningunmatched
Digital Imaging and Communications in Medicine (DICOM)unmatched
Gitunmatched
Magnetic Resonance Imaging (MRI)unmatched
Medical Imagingunmatched
Model Validationunmatched
Pathologyunmatched
Predictive Modelingunmatched
Python Programming/Scripting Languageunmatched
Riskunmatched
Risk Modelingunmatched
Scalable System Developmentunmatched
Statisticsunmatched
Technical Writingunmatched
Validation Documentationunmatched
Validation Testingunmatched
Willing to Travelunmatched
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