R Code for SVD and Prediction

I need R code to:

Complete a matrix using Singular Value Decomposition
Apply non-linear models to predict a target variable

Ideal Skills and Experience:
- Proficiency in R programming
- Experience with SVD and matrix completion
- Knowledge of non-linear models
- Strong background in statistical modeling and data analysis