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silicon Neural Networks - sNN

Journey with creating hardware (silicon) neural networks.

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perceptron_v1

  • Using integer to define I/O.
  • Created:
    • neuron
    • ReLU

perceptron_v2

  • Used:
    • std_logic_vector
    • std_logic_signed
  • Created:
    • neuron
    • ReLU.

perceptron_v3

  • Using component to bind neuron and relu I/O.
  • Created:
    • perceptron

perceptron_v4

  • Introduced clk
  • Created clk process

perceptron_v5

Experimented with using Fixed Point Arithmetic to represent floating point numbers.

Made changes only to the neuron.

Simulation looks good!

perceptron_fflib

A functioning perceptron which uses fixed point arithmetic for floating point numbers.

fflib_howto

Examples of how to use the fixed point arithmetic library in VHDL.

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VHDL IP cores for Artificial Neural Networks

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