be557308 / Marked-Tutorials

Some useful and excellent tutorials

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 Video Courses

• Python (Advanced)

  • ams-ml-python-course
  • fastai
  • Dive into Deep Learning
  • Scipy 2018 scikit-learn tutorial
  • 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

• Useful Python library

  • xarray
  • PyTables
  • xESMF
  • cmaps
  • salem
  • iris
  • geopandas
  • geoplot
  • geopy
  • pyresample
  • pyecharts
  • Plotly
  • geoviews
  • pysheds
  • satpy
  • ccplot
  • pyModis
  • python-matlab-bridge

• Fortran

  • Introduction to Modern Fortran for the Earth System Sciences
  • Fortran for Scientists & Engineers

• 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

• 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

• 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
  • GEOSChem-python-tutorial
  • PyGEOMET
  • PyBox
  • Parcel Trajectories for CM1 and WRF output
  • InMAP

• Satellite

  • Monitoring Atmospheric Composition (Online course)
  • VISIT
  • Fundamentals of Remote Sensing
  • Satellite Meteorology For Grade 7-12
  • EUMeTrain Satellite Courses
  • GEOS-R Training
  • Remote-Sensing-Earth-Observation-directory
  • Awesome Satellite Imagery Datasets
  • PythonFromSpace

• Guitar

  • justinguitar
  • GoliathGuitar

• Design

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