机器学习

  • 库
    • skorch: A scikit-learn compatible neural network library that wraps PyTorch.
    • botorch:
    • edafa: Edafa is a simple wrapper that implements Test Time Augmentations (TTA) on images for computer vision problems like: segmentation, classification, super-resolution, Pansharpening, etc. TTAs guarantees better results in most of the tasks.
    • imgclsmob: used to research convolutional networks for task of computer vision. For this purpose, the repo contains (re)implementations of various classification and segmentation models and scripts for training/evaluating/converting.
    • iterative-stratification: iterative-stratification is a project that provides scikit-learn compatible cross validators with stratification for multilabel data.
    • ML-Form-Scratch:Machine Learning From Scratch. 机器学习资源集合
    • 机器学习术语表-> 英文版

PyTorch

Mac

编程语言

Linux

Python

R

MATLAB

NCL

GMT

MySQL

GitHub

  • GCAMLU
  • EarthML：地球科学机器学习工具
  • QGIS Google EarthEngine: Examples of Google EarthEngine for QGIS
  • WhiteBox: The whitebox Python package is built on WhiteboxTools, an advanced geospatial data analysis platform developed by Prof. John Lindsay.

可视化

  • 配色工具

  • 配色博客

  • 可视化工具

    • QGIS: 多平台开源的地理信息处理软件
    • Vis5D：5D数据可视化工具，之前气象数值模式数据的可视化则是采用此工具，但目前已经被新的高维数据可视化工具代替。
    • IDV：新一代高维数据可视化工具。
    • Panoply：NetCDF, HDF等数据可视化

其它