NN Maker
A domain-focused tool that helps data scientists and developers design, configure, and evaluate simple neural network architectures for prototyping.
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About This Tool
The system validates inputs, computes parameter counts, and outputs an architecture specification suitable for export. It supports common templates (MLP, lightweight CNNs, and simple RNN variants) and allows optional features such as dropout and regularization to explore generalization effects.
Conceptually, NN Maker treats a model as a graph of layers; users define input/output dimensions, then enumerate hidden layers. The result is a structured design that can be reviewed, adjusted, and exported to standard formats for later integration.
Unique value lies in lightweight, planning-focused simulations that estimate training steps and resource needs, plus artifact export for onboarding into pipelines. It is particularly useful for baseline design, pre-flight checks before data collection, and fast iteration cycles in research and product teams.
How to Use
Provide inputs: define model_type, input_dim, output_dim, and hidden_layers. Choose activation, learning_rate, batch_size, and epochs. Run configuration validation and a simple training simulation. Review outputs: parameter counts, estimated steps, and export artifacts. Export or connect to your ML pipeline with the generated architecture spec. Iterate with adjusted hyperparameters and re-run simulations.
Frequently Asked Questions
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What is NN Maker used for?
Can I export models to common formats?
Does it train real models on my data?
What inputs are required to start a run?
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