Course Overview
This course is designed to make students fully appreciate the challenges of Oil & Gas, and accustom themselves to ways of data science. Students will learn to solve industry challenges in the upstream sector by implementing knowledge of supervised and unsupervised learning methods.
Topics Covered
- What is Machine Learning
- Solving Partial Differential Equations in Python
- Extracting Features from Dynacard
- Creating a Digital Twin
- Creating a Machine Learning Model
- Feature Engineering
Course Curriculam
Python
Tensorflow
Numpy and Pandas
OpenCV
Image Preprocessing
Edge Detection
Object Detection
Supervised Learning
Projects you will build
Artificial Intelligence
AST Bottom Plate Monitoring
Corrosion Monitoring, Predictive Maintenance
Artificial Intelligence
Digital Twin for Sucker Rod Pump
Digital Twin, Prescriptive Maintenance