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Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology
Deep Learning for Virtual Screening
GCVec is an innovative virtual screening model, which utilizes Word2vec (used for natural language processing) to characterize SMILES of drugs and amino acid sequences of targets to generate low-dimensional vectors and multi-grand cascade forest classifier is used to predict whether the drug-target interaction can occur. Compared with DL, the multi-grand cascade forest classifier has the advantages of fewer hyper-parameters and can adaptively set the complexity of the model according to the scale of datasets so as to avoid the over-fitting problem of DL on small-scale datasets. In order to demonstrate the rationality and effectiveness of GCVec, we used the GCVec model to screen small molecule inhibitors of cluster of differentiation 47 (CD47). The results proved that the GCVec model is a powerful tool for the new generation of drug-target binding prediction.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.