{"repo":"gboeing/ppde642","free":true,"listed":false,"github":"https://github.com/gboeing/ppde642","clone":"git clone https://github.com/gboeing/ppde642.git","description":"USC urban data science course series in Python","language":"Jupyter Notebook","stars":1319,"topics":["usc","urban-data-science","course-materials","data-science","urban-planning","urban-analytics","urban-informatics","city-government","syllabus","jupyter"],"license":"MIT","category":"machine-learning","readme_excerpt":"PPDE642: Advanced Urban Analytics This is the second part of a two-course series on urban data science that I teach at the University of Southern California 's Department of Urban Planning and Spatial Analysis. This course series takes a computational social science approach to working with urban data. It uses Python and Jupyter notebooks to introduce coding and statistical methods that students can reproduce and experiment with in the cloud. The series as a whole presumes no prior knowledge as it introduces coding, stats, spatial analysis, and applied machine learning from the ground up, but PPDE642 assumes you have completed PPD534 or its equivalent. Urban Data Science course series PPD534: Data, Evidence, and Communication for the Public Good The first course in the series, PPD534 , starts with the basics of coding with Python, then on to data loading and analysis, then on to descriptive statistics, then inference and the scientific method, and finally a critical assessment of smart cities and urban informatics. PPD534 's lecture materials are available on GitHub and interactively on Binder. PPDE642: Advanced Urban Analytics The second course, PPDE642 , assumes you have completed PPD534 (or its equivalent) and builds on its topics. It introduces spatial analysis, network analysis, spatial models, and applied machine learning. It also digs deeper into the tools and workflows of urban data science in both research and practice. PPDE642 's lecture materials are available in t","default_branch":null,"files":null,"tree":[],"storefront":"/r/gboeing","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/gboeing/ppde642/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."}