Predictive Maintenance

A successful case of reducing ‘false-positives’ by applying a deep learning model to detect ‘type 1 errors’

에 의해서 Chloe Woo | Content Strategist | 7월 4, 2024 | Predictive Maintenance

A successful case of reducing ‘false-positives’ by applying a deep learning model to detect ‘type 1 errors’ Challenge If the test standard is set too sensitively to achieve 0% ‘false-negative’, ‘false-positive (type 1 error)’ increases. Inefficiency due to...

Success case of monitoring ‘data drift’ and performing predictive maintenance with a data quality index (DQI) model

에 의해서 Chloe Woo | Content Strategist | 7월 3, 2024 | Predictive Maintenance

Success case of monitoring ‘data drift’ and performing predictive maintenance with a data quality index (DQI) model Challenge Consistent optical images must be taken at all times to properly train the model and increase the accuracy of quality...

Configuring an AI model pipeline to detect robotic grasping anomalies in real time

에 의해서 Chloe Woo | Content Strategist | 7월 3, 2024 | Predictive Maintenance

Configuring an AI model pipeline to detect robotic grasping anomalies in real time Challenge Robot drops battery, causing downtime Difficulty utilizing existing machine learning solutions due to ‘class imbalance’ problem Difficulty treating footage...