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Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology
DeepT2 utilizes deep learning techniques to identify type II polyketide (T2PK) synthases KSβ and their corresponding T2PK product within bacterial genomes. The method leverages ESM2 to transform KSβ sequences into embeddings, which are employed to train two separate classifiers using multi-layer perceptron for both KSβ and T2PKs classification.
A pipeline for De Novo Genome Assembly
Implementation of DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking
DiffLinker: Equivariant 3D-Conditional Diffusion Model for Molecular Linker Design
Rapid comparison and dereplication of genomes
repo for DynamicBind: Predicting ligand-specific protein-ligand complex structure with a deep equivariant generative model
Efficient evolution from protein language models
Scripts for Hill et al. (2023) doi:10.1093/gbe/evad038 🌿
EquiBind: geometric deep learning for fast predictions of the 3D structure in which a small molecule binds to a protein
Evolutionary Scale Modeling (esm): Pretrained language models for proteins
A Web UI for ESP8266 or ESP32 based boards connected to 3D printers / CNC
Structural and functional annotation of eukaryotic metagenome-assembled genomes
Classification of Eukaryotic and Prokaryotic sequences from metagenomic datasets
Pipeline for identification of eukaryotic contigs in metagenomic assemblies
Generation of protein sequences and evolutionary alignments via discrete diffusion models
Eukaryotic Genome Annotation Pipeline
Reproducible Python workflow for identifying biosynthetic gene clusters from fungal sequence data.
The Functional Order (FunOrder) tool - Identification of essential biosynthetic genes through computational molecular co-evolution – novel tool that allows automated identification of essential genes in a biosynthetic gene clusters (BGC) based solely on genomic data
Scripts for Hill et al. (2022) doi:10.1093/molbev/msac085
Character-level language model for draft genome assembly gap-filling
De novo genome assembly pipeline to assemble short, paired end, illumina genome sequences of unknown microbes
General purpose assembly and annotation pipeline
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BER
Specify what you want it to build, the AI asks for clarification, and then builds it.
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.