Job Summary
A company is looking for a Staff Machine Learning Scientist, Oncology Foundation Model.
Key Responsibilities
- Design and define the architecture of large multimodal models (LMMs) and optimize model architectures using deep learning frameworks
- Develop and manage end-to-end training pipelines, including data loading, preprocessing, and deploying distributed training workflows
- Collaborate with engineers to ensure architecture accommodates knowledge integration methods and monitor training processes for performance bottlenecks
Required Qualifications
- Deep understanding of deep learning principles and architectures, particularly transformers
- Extensive experience with multimodal machine learning concepts and optimization techniques for large-scale models
- Strong proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow
- Experience with distributed training frameworks and cloud computing platforms
- Strong understanding of knowledge representation concepts, including knowledge graphs and ontologies
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