Artificial Intelligence & Deep Learning
Theta Tech was tasked with creating a brain navigation software for a medical AI lab. We were responsible for taking baseline AI algorithms that detects brain cancer and enhance the system to meet production standards that would be used by neurosurgeons.
- Ability to handle various medical image data types
- Interfaced with existing hospital software
- Employed modern deep learning and analysis frameworks
- Determined best position for AI technology and associated clinical trials for FDA approval
- Ensured ease of use by clinician
AI Applications
- Designed algorithm to handle various data types
- Scaled up lab level software to production requirements
Data Analyzed
- 3D brain MRI results
- 3D volume meshes of tumors with either tissue necrosis or cancer recurrence
Technology Used
- Python
- Docker images
- Deep learning and image analysis frameworks
Strategy & Execution
- Communicate with medical AI lab on requirements
- Visualizing clinical results in 3D
- Working with existing engineers and algorithms
- Setting up cross-validation experiments
- Reporting accuracies, sensitivity, specificity, Type 1 & 2 error
- Design system around existing hospital systems and with end user in mind