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Calcimator

Neural Network Parameters Calculator

Calculate total parameters, weights, biases, and memory requirements for neural network architectures.

Inputs

Results

Total Parameters

118,282

Memory Required

0.45 MB

Total Weights118,016
Total Biases266
Memory Required0 GB
How to Use This Calculator
  1. Enter the network architecture: number of layers and units per layer.
  2. Input the input feature dimension and output classes or units.
  3. Review the total parameter count (weights + biases) for each layer and the network total.
  4. Compare parameter count to your dataset size: aim for at least 10 samples per parameter to avoid overfitting.
  5. Use the parameter count to estimate memory footprint and training compute requirements.
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Formula

Parameters = (Input Γ— Hidden) + (Hidden Γ— Hidden) + (Hidden Γ— Output) + Biases

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