Realistic AI engineering scenarios with reference solutions and problem-specific grading rubrics.
Backpropagation · Activations · NumPy · Gradients
Optimisers · Adam · Bias correction · Training dynamics
Batch normalisation · Running statistics · Train/eval mode · NumPy
Backpropagation · Chain rule · Matrix calculus · Gradient checking
Backpropagation · Layer normalisation · Chain rule · NumPy
Attention · Transformers · Masking · Numerical stability