Skip to content

Attempt to implement MultiLayer Perceptron in hardware descriptive language like VHDL.

License

Notifications You must be signed in to change notification settings

AasthaGupta/ProjectZ

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

23 Commits
 
 
 
 
 
 
 
 

Repository files navigation

ProjectZ

Attempt to implement MultiLayer Perceptron in hardware descriptive language like VHDL. MLP

Reason for hardware level implementation

  • Increases Efficiency
  • High level of parallelism and piplining
  • Implementation cost is low

Idea

Implementation Idea

  • Inputs: n-parallel signal cables
  • Output: m-parallel signal cables
  • SRAM: To store weights
  • Multiplier/Adder: To evaluate weighted sum
  • Buffer: Because multiplication would be parallel, but for adding weighted sums we need to maintain previous sum every time which works likes a left-over sum or carry sum for next calculation.
  • Activation Function: MLP Activation Function.

License

  • Aastha Gupta
  • Aman Priyadarshi

About

Attempt to implement MultiLayer Perceptron in hardware descriptive language like VHDL.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages