Blogs
Algorithm Quality Assurance via Auditing & MLOps
Algorithms can be trained to mimic human behavior, but what happens when the human developing the algorithm inadvertently allows bias into the training process?
Mosaic Data Science deploys MLOps to streamline and automate the end-to-end lifecycle of machine learning models, helping firms develop, deploy, monitor, and maintain them. Our success stories bring concepts from software development and DevOps into the realm of machine learning to improve the reliability, scalability, and manageability of machine learning projects.
Algorithms can be trained to mimic human behavior, but what happens when the human developing the algorithm inadvertently allows bias into the training process?
For many pharmaceutical firms, trial recruitment forecasting plays a role in trial recruitment planning. However, these forecasts may be generated with relatively simplistic approaches based on only a small subset of available internal & external data.