Challenge Command Centre
Configure a challenge, start the round, then improve the network using manual or guided adjustments.
Interactive Network Canvas
Connection colour shows sign. Thickness shows magnitude. Neuron fill shows activation.
Prediction Inspector
Compare the active sample, weighted sums, outputs, and target.
Coach and Diagnostics
Request direction, inspect gradients, or apply an optimiser step.
Weight and Bias Laboratory
Move sliders, enter exact values, lock parameters, or adjust whole layers.
Dataset and Sample Evaluation
Inspect inputs, targets, predictions, and sample-level loss.
Plotly Performance Dashboard
Track loss, accuracy, parameter movement, predictions, activations, and decision boundaries.
Forward Propagation Calculations
Follow the current sample through weighted sums, biases, and activations.
Challenge Log
Review moves, improvements, warnings, achievements, and optimiser actions.
Custom Challenge Builder
Achievements and Results
Unlock rewards for accuracy, efficiency, manual solving, and stable performance.
Save, Export, and Accessibility
Keep configurations, export evidence, and adapt the interface.