Top 3 Advantages In Using Expert-Guided Machine Learning
1. LABEL EVENTS QUICKLY Our artificial lift SMEs begin by marking events and conditions on your historical data for a small group of wells. Our models then generate labels that feed the machine learning process. We then expand this process to
Empowering Engineers and Operators with Expert-Guided Machine Learning
With Expert-Guided Machine Learning (EGML), even if models are deployed, they can still fail due to inadequate adoption and ineffective change management. If operators fail to take action, nothing happens. EGML helps operators build confidence in AI/ML models by involving
Case Study: Physics-based Simulation Shows Optimization Across High Volume of Wells
Learning how to optimize across a high volume of wells is one of the key features of our Production Intelligence Solutions. Not too long ago we had the WTI oil prices below $40/barrel. At this time, producing more oil was
A Collaboration Platform Leads to Success
A major challenge has been to foster cooperation between two groups with such different skills and backgrounds, O&G operation and data science. Failure of many projects is due to failure of collaboration of these groups to understand one another to
Using Expert-Guided Machine Learning to Label Events
Regarding labeling in our solution, how can we get accurate labels to effectively train supervised models? EGML assumes event labels are often missing or incorrect. It recognizes that labels are easier to create using a platform that gives experts all
Challenges to Consider When Creating AI/ML Models
In Artificial Intelligence(AI) and Machine Learning (ML), a model replicates a decision process to enable automation and understanding. AI/ML models are mathematical algorithms that are “trained” using data and human expert input to replicate a decision an expert would make