training interns

Implement general-purpose interpolation utilities using Numpy, including:
- A wrapper that validates input and calls a specified interpolation algorithm.
- Performs 1D linear interpolation between two points.
- Computes a weighted average using a Gaussian kernel.
- Performs bilinear interpolation over a 2D rectangle.