Artificial Intelligence Specialist for Precision Medicine
2 days ago
About Us
Karyon Bio is at the forefront of precision medicine, revolutionizing the early detection and diagnosis of complex diseases.
We integrate multiomics data, clinical records, EHR data, and advanced ultrasound imaging to build state-of-the-art AI systems that combine biological, clinical, and imaging insights to improve patient outcomes globally.
Job Summary
We are seeking an Artificial Intelligence Specialist to join our team. This is a highly technical role that involves designing and developing multimodal AI architectures to integrate various types of data.
Main Responsibilities
- Design and Develop Multimodal AI Architectures:
- Build and implement transformer-based architectures to integrate multiomics, EHR, clinical, and imaging data.
- Develop advanced cross-attention mechanisms and multimodal fusion models for heterogeneous data.
- Implement Deep Learning Models:
- Utilize CNNs for feature extraction from ultrasound imaging.
- Integrate transformers, RNNs, and attention-based models for temporal and high-dimensional clinical/EHR data.
- Data Integration and Preprocessing:
- Preprocess and normalize multiomics datasets, clinical data, and ultrasound images.
- Develop pipelines for handling missing, noisy, and imbalanced data across modalities.
- Research and Innovation:
- Stay updated on state-of-the-art AI techniques, including multimodal transformers, graph neural networks (GNNs), and variational autoencoders.
- Collaborate with bioinformaticians, data scientists, and clinicians to fine-tune models and drive scientific breakthroughs.
- Model Interpretability:
- Implement explainable AI tools (e.g., SHAP, LIME) to enhance clinical trust and visualization.
- Scalability and Deployment:
- Optimize model performance and deploy models on scalable cloud platforms (AWS, GCP).
- Integrate APIs and ensure end-to-end model pipelines.
Requirements
- Education:
- PhD in Computer Science, Machine Learning, AI, Computational Biology, or a related field.
- Technical Skills:
- Proven expertise in deep learning architectures:
- Experience with transformers (e.g., multimodal transformers, cross-attention models).
- Hands-on experience with CNNs, RNNs, and graph-based models (GNNs).
- Strong background in multimodal fusion techniques (image, text, and tabular data).
- Proficiency in frameworks: PyTorch, TensorFlow, and deep learning tools.
- Solid understanding of bioinformatics pipelines and handling multiomics data.
- Experience working with large-scale clinical and EHR datasets.
- Familiarity with cloud platforms (AWS, GCP) and containerized deployment tools (Docker, Kubernetes).
- Knowledge of explainable AI methods (e.g., SHAP, LIME).
- Proven expertise in deep learning architectures:
- Preferred Skills:
- Knowledge of ultrasound image processing and medical imaging AI.
- Experience working with large-scale biomedical datasets.
- Publications in high-impact journals or conferences on multimodal AI models.
Salary: $140,000 - $160,000 per year
Location: [Location not mentioned]
Benefits
- A competitive salary and bonus structure.
- A comprehensive benefits package, including health insurance, retirement savings, and paid time off.
- Opportunities for professional growth and development.
- A collaborative and dynamic work environment.
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