Orr Shilon
About Orr Shilon
ML Engineering Team Lead
Orr Shilon holds the position of ML Engineering Team Lead. In this role, Orr is responsible for guiding a team of engineers focused on the development, deployment, and maintenance of machine learning models. His leadership facilitates the effective implementation of ML solutions, ensuring that these models operate efficiently and reliably within production environments.
Monitoring ML Models Industry Standard
Orr Shilon anticipates that monitoring machine learning models will become an industry standard, akin to the monitoring of application production workloads. He foresees a future where robust monitoring mechanisms are in place to track the performance and health of ML models, highlighting their critical role in modern applications and services.
Full Visibility and Control Over Models in Production
Orr Shilon emphasizes the importance of gaining full visibility and control over machine learning models in production. By advocating for comprehensive monitoring and management, he aims to ensure that these models can be accurately tracked and adjusted as necessary, maintaining their performance and reliability in real-world applications.
Sensitivity of ML Models in Application Production Data
Orr Shilon considers ML models to be highly sensitive in relation to application production data. He recognizes the critical nature of maintaining accuracy and reliability in these models, given their direct impact on application performance and data integrity. By treating ML models with the same sensitivity as application production data, Orr ensures a high standard of operational excellence.