A subset of Artificial Intelligence (AI) that focuses on the use of statistical algorithms that can learn from data and generalize onto unseen data.
Core Foundations:
- Probability & Statistics
- Linear Algebra
- Optimization
Core Concepts:
- Representation: How models structure knowledge
- Evaluation: How to measure model performance
- Optimization: Best model parameters