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)
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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
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Useful Python library
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Fortran
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Julia
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Languages
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Shell
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Docker
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Git
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Coding/Learning Group
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LaTeX
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Math
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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
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Atmospheric Model
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Satellite
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Guitar
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Design
- Photopea
- Chevereto-Free
- Lychee
- Photoshop One-on-one
- Illustrator One-on-one