Expert-Guided Machine Learning

Benefits of Machine Learning in Gas Lift Optimization

Benefits of machine learning in gas lift optimization is our topic for today.  In Monday’s blog, we discussed the tedious past and current methods for optimizing gas lift production and what options are available with our Production Intelligence solutions to automate your production optimization process through machine learning.  So, what
Expert-Guided Machine Learning

Moving Beyond Three Current and Tedious Methods of Gas Lift Optimization

Gas Lift Optimization, what is it and how can you improve it?  In this blog, we will discuss three current methods of gas lift optimization, and then discuss how you can move beyond these tedious current methods into Machine Learning.  Most operators can agree that optimizing Gas Lift is important
Data Science, Expert-Guided Machine Learning

Expert-Guided Machine Learning Gives Operators Value & Control

Once validated models are created and they match what operators want, the final step is to deploy the models on live data. This is when we actually deliver value in real-time to help operators address problems and make changes quickly. All too often, model training and deployment are two very
ospreydata blog artificial intelligence machine learning 101
Data Science, Expert-Guided Machine Learning

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 these terms to ensure we’re clear on all of the
Data Science

AI/ML Models 101: What Is a Model?

In AI/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 when provided that same information. Ideally, the model should also reveal the rationale behind its
Expert-Guided Machine Learning, Webcasts

Is It Really Man vs. Machine? Expert-Guided Machine Learning & Your Digital Oilfield

  Man vs. Machine, is this true?  Do you find your engineers & operators give the most attention to the same fraction of wells each week, though they manage tens or hundreds more? Are you taking steps to integrate Advanced Analytics into your operations but wondering how to maximize the
Expert-Guided Machine Learning

EGML Makes Event Labels Quick, Accurate, and Intuitive

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 the information
 they need to review and capturing everything they
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Expert-Guided Machine Learning

Expert-Guided Machine Learning: Getting Operators to Buy-In

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 them in all stages from training to production to ongoing
Expert-Guided Machine Learning

Differences Between AI and Machine Learning?

Artificial Intelligence vs. Machine Learning, what’s the difference? Both terms appear often in news and literature. While there are subtle differences, they are often used interchangeably. However, Artificial Intelligence (AI) refers to the artificial creation of human-like intelligence that can learn, analyze, perceive and process, while Machine Learning (ML) is