Real-Life Examples of MLOps in Healthcare: Ortho Baltic Case Study
Ortho Baltic is a device related to orthopedics that is manufactured by Europe and have used in development of patient-specific implants. Ortho Baltic is data-driven model built by collaborating with EasyFlow that is used for implant production that reduces human error and processing time. It’s very difficult and time-consuming and erroneous for engineers to reconstruct the 3D anatomical models from CT scans. CT scanned images consists of noise that is obtained from metal artifacts that can be complicated to identification of anatomical landmark. Ortho Baltic collaborated with EasyFlow for automating 3D model that is used for reconstructing and data cleansing of the CT scanned images. This device is significantly better than human that reduces the task to completing it. This real-life example of MLOps in healthcare show the revolution of MLOps in healthcare by automating the process and improve the decision in personalized medicine.
Will MLOps Change the Future of the Healthcare System?
In the era of modern technology, innovations are going on day by day. Machine learning and Artificial intelligence make it easy to solve daily problems by automating tasks and reducing the human cost. Machine learning operations are used to automate the deployment, monitor, and manage machine learning models in production. In healthcare systems, many clinical and laboratory activities are done with the help of analyzing a lot of data. Machine learning algorithms and deep learning algorithms analyze this and extract insights from this data that solve the problems related to healthcare. MLOps finds the solution in many sectors such as finance, healthcare in the retail industry.
In this article, we will see How MLOps change the future of the healthcare system, the Importance of MLOps in Healthcare, How Machine learning Reinventing MLOps, its Uses, and the future of MLOps.
Table of Content
- Introduction
- Importance of MLOps in Healthcare
- How is Machine Learning Reinventing Healthcare?
- Use of MLOps in Healthcare
- Real-Life Examples of MLOps in Healthcare: Ortho Baltic Case Study
- Frameworks of MLOps in Healthcare:
- What is the Healthcare DataScientist Do?
- Future of MLOps in Healthcare systems
- Conclusion