Delivering innovative health with generative AI solutions at Merck | Amazon Web Services
Merck & Co., Inc. (Merck), a global pharmaceutical company with an over 130-year history, has brought hope to humanity through the development of important medicines and vaccines. In this video, learn how Merck leverages AWS services to solve a common problem in the pharmaceutical industry: The occurrence of false rejects. Merck’s goal is to get life-saving drugs into customers’ hands faster and in a safe manner. It ingests real-time data from various manufacturing processes and inspection machines, and then contextualizes and harmonizes the data. Merck uses AWS Glue and Amazon Kinesis to ingest, transform, and contextualize process & real-time data, run analytics on that data and load the harmonized data into Amazon Redshift, which is then used by its analytics dashboards including Amazon QuickSight. Merck’s AI/ML platform is built on Amazon SageMaker, and leverages AWS DataSync to ingest defect images data from inspection machines across sites. Merck uses generative AI approaches and generative models like GANs (Generative Adversarial Network) and Variational Autoencoders to develop synthetic defect image data for complex defects where it has limited training data. Through the AWS services, Merck has improved product availability, increased product yield, enabled rapid response to investigations, and enabled rapid Root Cause Analysis and corrective actions, while providing significant time and cost savings.
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