003sunshine

Bgolearn

A Bayesian global optimization package for material design ｜ Adaptive Learning | Active Learning

TCLRmodel

TCLR is a tree model for distinguish the mechanisms of data

autogluon

Fast and Accurate ML in 3 Lines of Code

BayesianOptimization

A Python implementation of global optimization with gaussian processes.

botorch

Bayesian optimization in PyTorch

ChatPaper

Use ChatGPT to summarize the arXiv papers. 全流程加速科研，利用chatgpt进行论文总结+润色+审稿+审稿回复

Constrained-Multi-Objective-Optimization-for-Materials-Discovery

Cross-materials-transfer-learning

Deep-Learning-High-Entropy-Alloys

High Entropy Alloys (HEAs) are multi-chemical elements alloys with exceptional physical properties.

dimensionality_reduction_alo_codes

特征提取/数据降维:PCA、LDA、MDS、LLE、TSNE等降维算法的python实现

HEAs-oxidation

InterpretableMLBook

《可解释的机器学习--黑盒模型可解释性理解指南》，该书为《Interpretable Machine Learning》中文版

Machine-learning-enabled-high-entropy-alloy-discovery

This is the code for the paper 'Machine learning-enabled high-entropy alloy discovery'

matminer

Data mining for materials science

MLMD

A no-programming Machine Learning platform for Material Design

mlxtend

A library of extension and helper modules for Python's data analysis and machine learning libraries.

Modeling-kp-for-oxidation-of-superalloy

open-box

Generalized and Efficient Blackbox Optimization System

probability_prediction

考虑不确定性的短期电能负荷预测 ，附录

SaTNC-A-Transformer-baed-neural-network-for-creep-rupture-life-prediction

SciencePlots

Matplotlib styles for scientific plotting

shap

A game theoretic approach to explain the output of any machine learning model.

SISSO

A data-driven method combining symbolic regression and compressed sensing for accurate & interpretable models.

transferlearning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习