Univariate Linear Regression Using Gradient Descent Method
Implementing univariate linear regression with gradient descent algorithm on a given dataset, including data samples and source code with parameter optimization details.
Calculating Extremes Using Gradient Descent Method
Gradient descent method for calculating extremes can only find local minima, but global minima can be achieved through step size adjustment strategies.
RBF Network Training Implementation Using Gradient Descent
This source code implements RBF network training using custom gradient descent algorithm
BP Neural Network Adaptive Learning Rate Training Algorithm
BP Neural Network Adaptive Learning Rate Training Algorithm utilizing minimum error method, gradient descent approach, and adaptive weight adjustment mechanisms
Fuzzy Control Algorithm for Automotive Cruise Control Systems with Optimization Techniques
Implementation of fuzzy control algorithms for automotive cruise control systems, demonstrating how gradient descent and Kalman filtering optimize fuzzy controller performance through parameter tuning and state estimation. The code showcases practical applications of fuzzy logic control with mathematical optimization methods.
Linear Regression Using Gradient Descent Algorithm
Implementation of linear regression using gradient descent method in MATLAB - a practical machine learning routine with code examples and algorithm explanation.
Binary Classification Implementation Using Logistic Regression
Implementation of logistic regression for binary classification using gradient descent optimization in MATLAB with classification boundary visualization
Implementing Linear Regression Using Gradient Descent Method
Applying Gradient Descent Optimization for Linear Regression Implementation