uwo-o/neuronal-network-c

Neuronal network in C++

A personal project to implement a neuronal network in C++.

Index

• TO-DO List
• How to build

TO-DO List

| 🟢 : Ready | 🔵 : In progress | ⚪️ : To-do

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🟢 Create basic neuronal network.

🔵 Implement training process.

• 🟢 Implement feedforward algorithm.
• ⚪️ Implement gradient descent algorithm.
• ⚪️ Implement backpropagation algorithm.
• ⚪️ Check issues in the algorithms and solve them.

⚪️ Paralellize with kokos Kokkos.

⚪️ Paralellize with CUDA.

Build

Before to build the project, you need to install the dependencies.

source install_dependencies.sh

Then, go to build folder, and run the following commands:

cmake ..
make

Then at the same folder you will find the executable file nnc.

Contributors

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Based and inspired by Neuronal Networks - 3Blue1Brown

References

Data

• MNIST

Backpropagation algorithm

• Backpropagation
• Understanding Backpropagation Algorithm