disase_gene_association_project's Introduction
Final report: Disease Gene Association Project [link](https://github.com/mamoonkh/disase_gene_association_project/blob/main/Disease%20Gene%20Association%20with%20Adversarial%20Graph%20Frameworks.pdf) is included. For the Disease-Gene Prediction Project all the code to run and visualize the metrics is provided in the Jupyter Notebook: [Deep_Learning_Project_Code.ipynb](https://github.com/mamoonkh/disase_gene_association_project/blob/main/Deep_Learning_Project_Code.ipynb). All instructions are provided in the Jupyter Notebook. 1. Pytorch and important data science libraries (Numpy and Pandas) must be already installed 2. Install the following packages: pip install torch-scatter -f https://data.pyg.org/whl/torch-1.10.0+cu113.html pip install torch-sparse -f https://data.pyg.org/whl/torch-1.10.0+cu113.html pip install torch-geometric Note: The same installation code above is also provided in the Jupyter Notebook 3. The dataset is included as well but can be downloaded within the Notebook. 4. Optionally towards the end, I have provide code to run Node2Vec Algorithm that will generate embeddings for every node that can be used as features to the input. Note: Prior to running Node2Vec we must install torch scatter which in general takes a lot of time. Also, running the Node2Vec algorithm may require a GPU to train.
disase_gene_association_project's People
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.