https://github.com/danielathome19/organoid-intelligence-simulation
https://github.com/danielathome19/organoid-intelligence-simulation
Science Score: 13.0%
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○Scientific vocabulary similarity
Low similarity (8.8%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: danielathome19
- License: cc0-1.0
- Language: Python
- Default Branch: main
- Size: 53.7 KB
Statistics
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
About
This project simulates Organoid Intelligence (OI), a new emerging field where organoids, which are three-dimensional structures grown from stem cells that can mimic certain aspects of human organs, are integrated with technologies to potentially perform computational tasks or interact with their environments in intelligent ways. This concept is quite novel and speculative, blending biotechnology with artificial intelligence.
As such, this project demonstrates the integration of a neural network with a biological simulation using Brian2. We train a simple Multi-Layer Perceptron (MLP) using TensorFlow to influence the behavior of cells in a Brian2 simulation. The organoid (neuron) spikes in response to the binary classification output from the AI model, similar to biological system responses like neural plasticity and spiking activity (see NOTES.md).
Before running, ensure tensorflow, matplotlib, and brian2 have been installed using pip.
Note: This simulation was originally intended to be performed using the BioDynaMo library. However, numerous failed attempts to interface with the library led to the reversion to a simpler system (i.e., Brian2). The previous code can be found in the OLD folder.
Project Structure
project-root/
├── mlp_model.py # Script to create and train the MLP model
├── brian2_simulation.py # Brian2 simulation code integrating the MLP model
└── run.sh # Shell script to automate the build and run process
Requirements
- Python 3
- TensorFlow
- Brian2
License
This project is licensed under the CC0 1.0 Universal License.
Owner
- Name: Daniel J. Szelogowski
- Login: danielathome19
- Kind: user
- Location: Wisconsin
- Company: @MECS-Research-Lab
- Website: https://danielszelogowski.com/
- Twitter: DanielAtHome19
- Repositories: 50
- Profile: https://github.com/danielathome19
Standing on the shoulders of giants.
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