AI Engineer - Deep Neural Networks Specialist
تفاصيل الوظيفة
At Karyon Bio, we are at the forefront of precision medicine, revolutionizing the early detection and diagnosis of Fatty Liver Disease (FLD). By integrating multiomics data, clinical records, EHR data, and advanced ultrasound imaging, we are building state-of-the-art multimodal AI systems that combine biological, clinical, and imaging insights to improve patient outcomes globally.Our mission is to transform healthcare by developing scalable, AI-driven solutions to detect complex diseases early and accurately.Role: AI Engineer - Deep Neural Networks SpecialistWhat You Will DoAs an AI Engineer at Karyon Bio, you will:1.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.2.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.3.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.4.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.5.Model Interpretability:•Implement explainable AI tools (e.g., SHAP, LIME) to enhance clinical trust and visualization.6.Scalability and Deployment:•Optimize model performance and deploy models on scalable cloud platforms (AWS, GCP).•Integrate APIs and ensure end-to-end model pipelines.Who You AreYou are passionate about solving complex biological and clinical challenges through cutting-edge AI. You thrive in cross-functional teams and are driven by the opportunity to impact global healthcare.Qualifications:•PhD in Computer Science, Machine Learning, AI, Computational Biology, or a related field.•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).•Experience in solving healthcare AI challenges is a big plus.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.Why Join Karyon Bio?•Be part of a mission-driven company transforming global healthcare.•Collaborate with multi-domain scientists, clinicians, and engineers in a fast-paced, innovative environment.•Growth opportunities in the cutting-edge fields of AI and precision medicine.•Access to rich, diverse datasets and an opportunity to deploy AI in real-world clinical settings.Ready to make an impact? Apply now and help us redefine healthcare with AI-driven innovations.#AI #MachineLearning #HealthcareAI #Transformers #PrecisionMedicine #KaryonBio #DeepLearning #Bioinformatics PRB
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