{"repo":"GeostatsGuy/PythonNumericalDemos","free":true,"listed":false,"github":"https://github.com/GeostatsGuy/PythonNumericalDemos","clone":"git clone https://github.com/GeostatsGuy/PythonNumericalDemos.git","description":"Well-documented Python demonstrations for spatial data analytics, geostatistical and machine learning to support my courses.","language":"Jupyter Notebook","stars":1473,"topics":["datanalytics","geostatistics","machine-learning","python"],"license":"MIT","category":"machine-learning","readme_excerpt":"PythonNumericalDemos: Educational Data Science Python Demonstrations Repository (0.0.1) Well documented Python workflows to help you over the intellectual hurdles of data science! To support my students in my Data Analytics and Geostatistics , Spatial Data Analytics and Machine Learning courses and anyone else learning data analytics and machine learning, I have developed a set of well-documented Python workflows. When students struggle with a concept I make and share a new well-documented so they can try out and repeat all the examples from my lectures to learn immediately how to apply the models or theoretical concepts! Michael Pyrcz, Professor, The University of Texas at Austin, Data Analytics, Geostatistics and Machine Learning Twitter GitHub Website GoogleScholar Book YouTube LinkedIn Cite As: Pyrcz, Michael J. (2021). PythonNumericalDemos: Educational Data Science Python Demonstrations Repository (0.0.1). Zenodo. https://doi.org/10.5281/zenodo.5564966 Setup A minimum environment includes: Python 3.7.10 - due to the depdendency of GeostatsPy on the Numba package for code acceleration MatPlotLib - plotting NumPy - gridded data and array math Pandas - tabulated data SciPy - statistics module ipywidgets - for plot interactivity GeostatsPy - geostatistical algorithms and functions (Pyrcz et al., 2021) The required datasets are available in the GeoDataSets repository and linked in the workflows. Repository Summary I use these demonstrations for: 1. in-lecture walkthroughs 2. ","default_branch":null,"files":null,"tree":[],"storefront":"/r/GeostatsGuy","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/GeostatsGuy/PythonNumericalDemos/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}