During the Python for Astronomers and Particle Physicists workshop we aim to cover the following topics:
- Introduction to python
- Basics
- Integrated Development Environments (IDEs)
- Python environments
- Jupyter Notebook
- Good Programming
- Types
- Classes
- Tests
- Version Control Systems - Git
- PEP8 standard
- Fundamental libraries
- Working in arrays with Numpy
- Plotting with Matplotlib / Seaborn
- Table Handling with Pandas
- Modelling and fitting with Scipy
- Machine learning
- Classification
- Regression
- Astronomy libraries
- Units, FITS images, WCS and more with Astropy
- Ephemerids with pyephem
- Accessing online catalogues with Astroquery
- Source detection and photometry with Photutils
- Databases
- Basic SQL operations
- Integrating models with SQLAlchemy
- Big Data
- Working with very large sets of data on a Hadoop platform
- Accessing big data with Hive and PyHive
- Processing big data with Spark and PySpark
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Detailed timetable
