How Does Our Expert-Guided Machine Learning Work?
Our Expert-Guided Machine Learning approach leverages experts’ knowledge to power advanced analytics on the oilfield. Experts mark problems and solutions across well history and we use this labeled data to train models to detect and solve the same problems. Expert-Guided
Artificial Intelligence and Machine Learning: 101
There are many terms and definitions thrown around in the AI and ML space that it can be confusing even to trained data scientists. We have used many of these terms around our website. It may be helpful to define
3 Advantages To 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
Successful Collaboration Leads to Success with EGML
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
Empowering 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
How Does Our Expert-Guided Machine Learning Work?
Our Expert-Guided Machine Learning approach leverages experts’ knowledge to power advanced analytics on the oilfield. Experts mark problems and solutions across well history and we use this labeled data to train models to detect and solve the same problems. Expert-Guided