Software Engineer, Machine Learning at Fathom | Torre

Software Engineer, Machine Learning

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Full-time
Compensation
USD100K - 160K/year
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New York
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Published over 2 years ago

Responsibilities & more


Fathom is on a mission to use AI to understand and structure the world’s medical data, starting by making sense of the terabytes of clinician notes contained within the electronic health records of the world’s largest health systems. Our deep learning engine automates the translation of patient records into the billing codes used for healthcare provider reimbursement, a process today that costs hospitals in the US $15B+ annually and tens of billions more in errors and denied claims. We are a venture-backed company that completed a Series B round of financing for $46M in late 2022. We are seeking an extraordinary Software Engineer, Machine Learning in the New York area who can not only design machine-based systems, but also think creatively about the human interactions necessary to augment and train those systems. This is an opportunity to join our team and mission to understand and structure the world’s medical data, starting by making sense of the terabytes of clinician notes contained within the electronic health records of health systems. Responsibilities: - Developing NLP systems that help us structure and understand biomedical information and patient records - Using a variety of structured and unstructured data sources - Imagining and implementing creative data-acquisition and labeling systems, using tools and techniques like crowdsourcing and novel active learning approaches - Working with the latest NLP approaches (BERT, Transformer) - Training your models at scale (Horovod, Nvidia v100s) - Employing and iterating on scalable and novel machine learning pipelines (Airflow on Kubernetes) - Reading and integrating state of the art techniques into Fathom’s ML infrastructure such as Mixed Precision on Transformer networks
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