Welcome to the Advanced Python and Machine Learning Workshop README. This workshop is organized by the Geology Society of Kharazmi University in collaboration with the Water Research Center. It is designed to provide participants with in-depth knowledge and practical skills in Python programming and machine learning applications.
- Nima Raeisi
Graduate Hydrogeology Student @ KhU
https://orcid.org/0009-0003-7073-0068
- Mahdi Farmahini Farahani
Undergraduate Geology Student @ KhU
April to June 2024
Kharazmi University Faculty of Earth Science
The workshop aims to:
- Enhance participants' Python coding skills.
- Provide a comprehensive understanding of machine learning algorithms.
- Apply machine learning techniques to real-world geoscience problems.
- Foster collaboration among students and professionals in the field of geology.
Participants are expected to have:
- Basic knowledge of Python programming.
- Understanding of fundamental machine learning concepts.
- A laptop with Python and relevant libraries installed.
The workshop includes the following modules:
- Python Programming Refresher
- Data Analysis and Visualization with Python
- Introduction to Machine Learning
- Supervised and Unsupervised Learning
- Model Evaluation and Selection
- Machine Learning in Geosciences
Workshop materials, including slides, datasets, and code examples, will be provided.
-
Petrelli, M. (2023). Machine Learning for Earth Sciences. Springer Nature.
-
Trauth, M. H. (2022). Python recipes for earth sciences. Springer Nature.
For registration details, please contact the Geology Society at Kharazmi University.
We would like to thank the Geological Society of Kharazmi University and the Water Research Center for their support in making this workshop possible.
For more information, please reach out to the workshop coordinators.
We look forward to seeing you at the workshop and exploring the exciting world of Python and Machine Learning together!