Weights, bias, cost functions, gradients, gradient descent, and the Normal Equation explained from first principles.

How look-ahead bias silently overfits link prediction models, and why the fix is architectural not a hyperparameter.

Static cointegration tests give you a hedge ratio for yesterday. Here's how to track it in real time without refitting the model.