DAY 1: Introduction to artificial intelligence
- What is artificial intelligence?
- Different applications of artificial intelligence.
- Why we need artificial intelligence in the petroleum industry.
DAY 2: Types of machine learning
- Different types of machine learning.
- The most common machine learning algorithms.
- Artificial neural network (ANN).
DAY 3: Applications of machine learning in the upstream industry
- Digital oilfield implementations
- History of machine learning in oil fields
- Applications in geosciences, reservoir, and drilling engineering
DAY 4: Application of machine learning in oil & gas production
- Production Engineering Overview
- Production Optimization
- Predicting Well Rate Potential
- The most common applications in production engineering
DAY 5: Implementation of machine learning different algorithms
- Different programming languages.
- Data Preprocessing
- Python Programming.
- Installation and getting started with python