Course Overview
This course is aimed at providing in-depth application of AI/ML in the Upstream & Midstream sectors. Students will be exposed to industry problems and will gain hands-on experience by working on several use cases. It covers different topics like reservoir modelling, logging, stress analysis, 3-D visualization, wave propagation, image classification which are aimed at building the core.
Topics Covered
- Creating a Machine Learning Model
- Feature Engineering
- Working with well logs in Python
Course Curriculam
Unsupervised Learning
Python
Tensorflow
Numpy and Pandas
OpenCV
Image Preprocessing
Edge Detection
Signal Preprocessing
Exploratory Data Analysis
Projects you will build
Artificial Intelligence
Supervised Lithology Classification
EDA, Feature Engineering, Volve Dataset
Artificial Intelligence
Digital Twin for Sucker Rod Pump
Digital Twin, Prescriptive Maintenance
Artificial Intelligence
Machine Learning in Seismic Interpretation
Supervided Learning, Classification