Neural Network Architecture Builder Game

Mission control

Choose a dataset, difficulty, objective, and resource budget.

Dataset mode

Difficulty

Primary objective

Simulation seed

Max parameters

Max memory MB

Max latency ms

Max layers

Target score %

Trial budget

Dataset briefing

Image

Layer toolbox

Click to add

Architecture templates

Visual architecture canvas

Drag layers, connect compatible blocks, and inspect shape flow.

Select two layers, then connect

Shape flow

Mini-map

Selected layer settings

Select a layer on the canvas.

Live network statistics

Coach

Hints: 0

Start a challenge or load a template.

Training configuration

Optimizer

Learning rate

Batch size

Epochs

Loss function

Validation split

Weight decay

Early stopping

Learning-rate schedule

Gradient clipping

Data augmentation

Class weights

No validation run yet.

Detected learning pattern

Train a model to diagnose fit.

Architecture scorecard

Total score0

Stars☆☆☆☆☆

Trials remaining8

Saved architecture comparison

Save up to four experiments and compare quality against efficiency.

Name	Score	Validation	Parameters	Memory	Latency	Gap
No experiments saved.

Player progression

Architect level1

0 / 100 XP

Completed missions0

Personal best0

Achievements

Export options

Generated model summary

Build or load an architecture to generate a summary.

How to play

Choose a dataset mission and inspect its input shape.
Add suitable layers, arrange them, and connect the network.
Configure layer sizes, activations, regularization, and training settings.
Validate shape compatibility before simulating the training process.
Improve generalization while meeting parameter, memory, and latency limits.
Save experiments, compare designs, and earn architecture achievements.

Simulation log

[Ready] Neural architecture lab initialized.

Interactive learning simulation · 2026