Why We are Building the First Machine Learning Department in Oncology
An Ionizing Radiation Acoustic Imaging Technique for Real-Time Dosimetric Measurements for FLASH Radiotherapy
Integrating Multiomics Information in Deep Learning Architectures for Joint Actuarial Outcome Prediction in Non-Small Cell Lung Cancer Patients After Radiation Therapy
Deep Reinforcement Learning for Automated Radiation Adaptation in Lung Cancer
Artificial intelligence and machine learning algorithms have witnessed tremendous growth as powerful data analytics technologies, however, despite the potentials, their role in medicine and oncology has been underwhelming.
In partnership with the research and clinical teams at Moffitt Cancer Center, the Machine Learning Department will leverage the rich oncology data resources to develop new technologies to accelerate cancer discovery and improve clinical care.
The department focuses on machine/deep learning (ML/DL) application in information retrieval and annotation with natural language processing (NLP), outcomes and decision-making research, ML-aided digital pathology, ML-guided translational oncology (drug discovery and repurposing), among other areas.
To design, develop, and translate state-of-the-art patient-centered machine and deep learning algorithms for oncology.
To transform personalized cancer care and accelerate scientific discovery in cancer research with machine/deep learning
Patient-centered machine/deep learning for cancer care and research
Unbiased, generalizable, and interpretable machine/deep learning algorithms
Translate machine/deep learning findings into the clinic to improve cancer care and research
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