Neural Curve Fitting

Built for a Neural Networks and Deep Learning module. Shown a handful of points from a curve it has never seen, the model has to work out which curve it is and draw the rest of it. Trained on 30,000 of them in PyTorch.

The model only ever sees points on a curve, never the formula behind it. I trained three versions with increasing internal memory and the improvement stopped at four, which pointed to the curves being generated from four independent values, something the dataset never stated anywhere.