项目作者: Magho
项目描述 :
Ridge Regression (gradient descent)
高级语言: Jupyter Notebook
项目地址: git://github.com/Magho/Ridge-regression.git
Poject Description
Ridge Regression (gradient descent)
Goals
- Convert an SFrame into a Numpy array.
- Write a Numpy function to compute the derivative of the regression weights with respect to a single feature.
- Write gradient descent function to compute the regression weights given an initial weight vector, step size, tolerance, and L2 penalty.
Packages used
Used data set
kc_house_data.gl
Algorithms used :
- Ridge Regression.
- gradient descent.