AI in Healthcare: Lessons from Oncology Innovation
Speaker : Asba Tasneem
What is HealthCare AI ?
Application of ML & NLP technologies to improve various aspects of healthcare
- Diagnostics
- Treatment
- Patient Care
- Drug discovery
- Operational Efficiencies
Key Ingredients to develop AI technology
- Data Access
- Collaboration
- Domain Expertise
- Funding
- Regulatory Compliance
Developing an AI-enabled Medical Device
Oncology use case : Automating RECIST (Comparing the sizes of the tumors in CT scan over different periods to conclude whether the tumor is growing, staying the same or reducing in size)
- Data Collection
- Gold Standard Dataset
- AI model development
- Fine-tuning and evaluation
- Productization & Validation
- Regulatory Clearance
- Deployment and Monitoring