Geostar's repositories
Bagging-PU-with-BO
PU learning in MPM
MPM-by-ensemble-learning
code for Mineral prospectivity mapping of Au through ensemble learning algorithms in the Qingchengzi Pb-Zn-Ag-Au polymetallic district, China
Probabilistic-machine-learning
Key words: Bayesian analysis, Probabilistic programming, Data analysis, Bayesian machine learning... Using Python with its library PyMC3, pandas...
imbalanced-learn
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
auto-sklearn
Automated Machine Learning with scikit-learn
Awesome-PyTorch-Chinese
【干货】史上最全的PyTorch学习资源汇总
bartpy
Bayesian Additive Regression Trees For Python
bayesian-machine-learning
Notebooks about Bayesian methods for machine learning
Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
BayesianLearning
Bayesian Machine Learning
best-of-ml-python
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
deep_learning_for_structured_data
Production repo to accompany Deep Learning with Structured Data book from Manning: https://www.manning.com/books/deep-learning-with-structured-data
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
facies_classification_benchmark
The repository includes PyTorch code, and the data, to reproduce the results for our paper titled "A Machine Learning Benchmark for Facies Classification" (published in the SEG Interpretation Journal, August 2019).
GOCAD_SG_Grid_Reader
Simple routine to read a GOCAD SG Grid in ASCII
GOCAD_TS-Surface-Reader
Script to retrieve the vertices and faces from a GOCAD TS file for use in python processing
LevelJoiner
Worm level joiner for BSDWormer, along with other utility functions
LineamentLearning
Linear feature extraction from aerial and geological images.
machine-learning-and-geophysical-inversion
:earth_asia: The purpose of this repo is to reconstruct paper about machine learning and inversion. Tech stack: Jupyter Notebook, Google Colab, Python & TeX.
Modeling-uncertainty-in-the-Earth-Sciences
teaching material for the book "Modeling Uncertainty in the Earth Sciences", Jef Caers, 2011.
ps-toolkit
Parsing Science Toolkit
pymc3
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano
QUSS
Companion code for Scheidt, C, Li, L, and Caers, J. K. Quantifying Uncertainty in Subsurface Systems, John Wiley & Sons, 2017.
seismic_deep_learning
A couple of python scripts to interpret geological structures from geophysical images using deep learning
URF
main code for URF in C&G