Data centric AI for Healthcare
Patient charts hold 80% of the information about a patient. Yet, this patient data is largely untapped today.
Understanding how to leverage this data leads to faster product innovation, improvements in patient care, and reduced cost.
In this session, Leo Janze, head of Data Engineering at Change Healthcare, will use real-life (de-identified) patient charts to share his experiences about:
– OCR, Optical Character Recognition
– Data labeling techniques using sparse data
– Semantics and sentence integrity
– Transformers, LSTM, and neural networks
– Data quality and bias detection
– Feature stores
After this session, you will have an appreciation for some common data challenges for AI in healthcare and get some ideas on how to address them with NLP.
Understanding how to leverage this data leads to faster product innovation, improvements in patient care, and reduced cost.
Leo Janze
Head of NLP at Change Healthcare
As Head of AI Data Engineering at Change Healthcare, Leo leads teams to gain insights from medical records. This improves patient outcomes and streamlines payments and healthcare operations.
Prior to Change Healthcare Leo was VP of Engineering at Apixio, an AI startup that extracts clinical insights from billions of healthcare records. At Apixio Leo led the design and development of a fully managed Healthcare AI platform.
Prior to Apixio, he led engineering and product management teams at multiple startups and Fortune 500 companies.
Leo received his Master’s Degree in Computer Science from the University of Uppsala, holds two patents, and is a graduate of the Engineering Leadership Program at UC Berkeley.
Ha Pham
Principal Architect, AI at Change Healthcare
Ha Pham is a Principal Architect at Change Healthcare, AI Engineering with many years of experience in building AI solutions in Healthcare.
Combining AI’s innovations, the power of big data, and a strong product sense, Ha spearheaded many product launches that brought meaningful impact in Healthcare from both outcome and financial standpoints.
Ha is a powerful force in the workplace, with his deep technical knowledge, leadership skill, unbounded energy and positive influence, that help elevate teams around him to the next level. Ha holds a Master Degree in Electrical Engineering from RMIT University. In his spare time, Ha enjoys woodworking, road cycling and writing.
When
Sessions: April 5th – 6th 2022
Trainings: April 12th – 15th 2022
Contact
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