casl_lenet | Compute linear elastic net using coordinate descent. |
casl_lenet_update_beta | Update beta vector using coordinate descent. |
casl_util_soft_thresh | Soft threshold function. |
gradient_descent | Do k-fold cross-validation for gradient descent method |
gradient_descent_os | An alternative version of gradeint descent method with loss... |
linear_model | Linear Model |
lm_patho | Example data for testing use |
make_model_matrix | Produce a list of outcome as well as model matrix |
multiclass_logistic | Multiclass logistic regression |
my_glm | First-Order GLM (Using Gradient Descent) |
optimize_lambda | Optimize Lambda for a given ridge regression function |
penguinsi | Example data for testing use |
predict.gradient_descent | Formulate prediction function for gradient descent |
predict_logistic | Multiclass logistic regression prediction |
predict.ridge_regression | Formulate prediction function for Ridge Regression |
ridge_regression | Ridge Regression |
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