This is the ML Basic Concepts powerpoint slides for Machine Learning course (Fall2020) students.
These slides include following subjects:
- Train / Test / Validation sets
- Probabilistic modeling & different types of random variables
- Maximum Likelihood estimation
- MAP estimation
- Overfitting
- Regularization
- Linear basis functions
s. Abbas Hosseini
Machine Learning