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sailfish009's Projects

maml-1 icon maml-1

Python for Materials Machine Learning, Materials Descriptors, Machine Learning Force Fields, Deep Learning, etc.

mammoth icon mammoth

An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

manifold icon manifold

Fast batch message passing between nodes for Erlang/Elixir.

manifold_mixup-1 icon manifold_mixup-1

Tensorflow implementation of the Manifold Mixup machine learning research paper

mapreduce icon mapreduce

C++ MapReduce Library for efficient multi-threading on single-machine

maptool icon maptool

Materials Project Tool : An useful tool for manipulating, analying and visualization input and output of materials simulation codes.

markov.sh icon markov.sh

markov chains in ~20 lines of sh, grep, cut and awk

masci-tools icon masci-tools

Tools, utility, parsers useful in daily material science work

masif icon masif

MaSIF- Molecular surface interaction fingerprints. Geometric deep learning to decipher patterns in molecular surfaces.

mask-yolo icon mask-yolo

Inspired from Mask R-CNN to build a multi-task learning, two-branch architecture: one branch based on YOLOv2 for object detection, the other branch for instance segmentation. Simply tested on Rice and Shapes. MobileNet supported.

maskrcnn-benchmark icon maskrcnn-benchmark

Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

mass-ts icon mass-ts

MASS (Mueen's Algorithm for Similarity Search) - a python 2 and 3 compatible library used for searching time series sub-sequences under z-normalized Euclidean distance for similarity.

massformer icon massformer

Tandem Mass Spectrum Prediction with Graph Transformers

mat2vec icon mat2vec

Supplementary Materials for Tshitoyan et al. "Unsupervised word embeddings capture latent knowledge from materials science literature", Nature (2019).

matador icon matador

⚗️ matador is an aggregator, manipulator and runner of first-principles calculations, written with a bent towards battery 🔋 electrode materials.

matbench icon matbench

Matbench: Benchmarks for materials science property prediction

matbench-discovery icon matbench-discovery

An evaluation framework for machine learning models simulating high-throughput materials discovery.

matcalc icon matcalc

A python library for calculating materials properties

matdeeplearn icon matdeeplearn

MatDeepLearn, package for graph neural networks in materials chemistry

matdesinne icon matdesinne

Inverse materials design via invertible neural networks

material_informatics icon material_informatics

Basic components to perform material informatics: modeling (GPR, KRR, XGB, NN, RF, linear, and ensemble learning of them), backward prediction, multi target screening, etc.

materials-modeling icon materials-modeling

Programming tutorials in Python3 for the Materials Modeling course at IISc-2018

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