README.md

Marked-Tutorials

Some useful and excellent tutorials/books/links. Keep updated in my life.

If you meet/have some excellent tutorials related to topics below, PRs welcome!

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• Python (Basic)

  • ThinkPython2
  • Learning Scientific Programming with Python
  • Python for scientists
  • Python courses for the scientific researcher

• Python Scientific Computing

  • JupyterLab-Docs (highly recommended!) : 科学计算必备
  • dask-tutorial
  • numpy-Docs
  • pandas-Docs
  • xarray-Docs (highly recommended!)
  • matplotlib-Docs
  • scipy-Docs

• Python Machine Learning & Deep Learning

  • pytorch (highly recommended!) : facebook开源的动态深度学习框架，易用性优于tensorflow
  • tensorflow
  • Introduction to Machine Learning for Coders
  • Interpretable Machine Learning
  • Practical Deep Learning For Coders
  • Python Machine Learning (2nd edition)
  • Neural Networks and Deep Learning
  • Introduction to Artificial Neural Networks and Deep Learning
  • Deep Learning papers reading roadmap
  • STAT 479: Machine Learning (FS 2018)
  • 100 Days of ML Coding
  • practicalAI
  • fast.ai course v3
  • ams-ml-python-course
  • fastai
  • Dive into Deep Learning
  • Scipy 2018 scikit-learn tutorial

• Useful Python library

  • Meteorological data IO
    • xarray : 功能强大的多维气象数据处理库
    • cfgrib : ECMWF开发的grib数据处理工具，可作为xarry底层库
    • netcdf4
    • pynio : NCL为底层的数据读取Python接口
    • xESMF
  • Atomspheric Physics
    • metpy ：常见的大气物理过程函数库
    • PyDSD : 雨滴谱数据处理库
    • pyrcel : cloud parcel model
    • libcloudphysics++ : a library of algorithms for representing cloud microphysics in numerical models
  • Meteorological data visualization
    • PyNGL : NCL的Python绘图接口
    • CDAT : 气象数据分析与绘图，并支持3D绘图
    • cmocean : 通用的海洋色彩图设置
    • cmaps : 移植NCL的cmaps用于Python
    • iris
    • cartopy : 轻量级的气象绘图工具
  • Radar Meteorology
    • Pyart
    • Wradlib
    • CSU_RadarTools
  • NWP Post processing
    • wrf-python
    • CESM_postprocessing
    • climlab : climlab is a flexible engine for process-oriented climate modeling.
  • Satellite Meteorology
    • satpy
    • pyModis
  • Others
    • PyTables
    • salem
    • geopandas
    • geoplot
    • geopy
    • pyresample
    • pyecharts
    • Plotly
    • geoviews
    • pysheds
    • ccplot
    • python-matlab-bridge

• Fortran

  • Introduction to Modern Fortran for the Earth System Sciences
  • Fortran for Scientists & Engineers
  • Fortran90 documentation
  • Fortran Programming video tutorials

• Julia

  • Introducing Julia
  • learning

• Languages

  • Learn X in Y minutes

• Shell

  • shell-novice

• Docker

  • Docker Practice
  • Docker Cheat Sheet
  • Numerical weather prediction (NWP) containers
  • glmtools-docker
  • ecmwf/jupyter-notebook

• Git

  • git-novice
  • learnGitBranching
  • Git Cheat Sheet
  • git tips
  • Git Submodules
  • Git Workflow

• Coding/Learning Group

  • studyGroup
  • Coding Club
  • datacarpentry

• LaTeX

  • Beginner's Tutorial
  • A simple guide to LaTeX
  • The Not So Short Introduction to LATEX

• Math

  • Stat Terk
  • STAT 501
  • Applied Numerical Computing

• Research

  • Sci-Hub : 英文论文下载神器
  • libgen : 外文书籍下载神器
  • 通天塔 : 论文翻译神器
  • 双系统安装: ubuntu和win10双系统安装

• Weather

  • THE ULTIMATE WEATHER EDUCATION WEBSITE

• Atmosphere

  • Sever Weather
  • AMS_2019 (recorded)
  • Atmospheric Science (2nd Edition)
  • An Introduction to Dynamic Meteorology (5th Edition)
  • A First Course in Atmospheric Thermodynamics
  • A Short Course in Cloud Physics (3rd Edition)
  • Microphysics of Clouds and Precipitation
  • Physics and Chemistry of Clouds
  • Physical Processes in Clouds and Cloud Modeling
  • Severe Convective Storms and Tornadoes
  • The Remote Sensing of Tropospheric Composition from Space
  • Differential Optical Absorption Spectroscopy
  • Inverse Methods for Atmospheric Sounding

• Atmospheric Model

  • Numerical Weather and Climate Prediction
  • Atlas
  • GEOSChem-python-tutorial
  • PyGEOMET
  • PyBox
  • Parcel Trajectories for CM1 and WRF output
  • InMAP
  • NWP Training Material 2016

• Satellite

  • Monitoring Atmospheric Composition (Online course)
  • VISIT
  • Fundamentals of Remote Sensing
  • CIMSS
  • The weather guys
  • PyroCb
  • GOES-R Fog Product Examples
  • Satellite Meteorology For Grade 7-12
  • EUMeTrain Satellite Courses
  • GEOS-R Training
  • Remote-Sensing-Earth-Observation-directory
  • Awesome Satellite Imagery Datasets
  • PythonFromSpace

• Radar

  • Radar Meteorology: A First Course
  • Weather Radar Polarimetry

• Website

  • Hugo - Static Site Generator | Tutorial
  • Hexo - Static Site Generator | Tutorial

• Guitar

  • justinguitar
  • GoliathGuitar

• Design

  • Photopea
  • Chevereto-Free
  • Lychee
  • Photoshop One-on-one
  • Illustrator One-on-one