Optimization

Table of Contents

• One-dimensional optimization
• Multi-dimensional Optimization

One-dimensional optimization

Algorithms:

1. Golden-section search
2. Successive parabolic interpolation
3. Brent's method
4. Broyden–Fletcher–Goldfarb–Shanno algorithm

App with visualization: https://.../OneDimensionalOptimization/streamlit_app.py

Multi-dimensional Optimization

Algorithms:

1. Gradient Descent
2. Nonlinear conjugate gradient method

App with visualization: https://.../MultiDimensionalOptimization/streamlit_app.py

Regression

Algorithms:

1. Linear
2. Polynomial
3. Exponential

App with visualization: https://.../Regression/streamlit_app.py

Classification

Algorithms:

1. SVM
2. Logistic
3. Logistic with RBG

App with visualization: https://.../Classification/streamlit_app.py