Complex Systems Summer School 2015-Tutorials
From Santa Fe Institute Events Wiki
| Complex Systems Summer School 2015 |
CSSS participants come from a wide range of disciplines. Participants are encouraged to share their knowledge by organizing their own tutorials.
You can schedule your own tutorial here, they will be held in the ESL study hall. Please do not schedule during other CSSS Lectures.
try to use this template:
Tutorial: Skilled action, complex systems science and the Free Energy Principle
Speaker: Jelle Bruineberg
Date & Time: June 11th, 20:00
Motivation and content: Quite some people seemed to be interested in the "Variational Approaches to Mind and Life" project that we are trying to get of the ground. Apart from this, some people were curious how philosophy relates to complex systems science. I would like to present my own work on skilled action and relate it to complex systems science. After this, I will sketch how the Free Energy Principle (the principle to be studied in the Variational Approaches to Mind and Life group) relates to this work. This is the point, where, I hope, the presentation part will stop and the brainstorm/discussion session will take over.
Prerequisite: Being open to a bit of philosophy :)
Slides: will follow
Paper: [1]
Tutorial: R, EDA, a bit of geo-mapping
Speaker: Brent Schneeman
Date & Time: TBD
Motivation and content: The "Great Circles" t-shirt design generated some interest in how it was done. I'll walk through the code showing how R can access the Google Maps API and generate great circle arcs. Along the way, we'll look at generating simple descriptive plots of a dataset that will likely resonate with you. If we're lucky, we'll be able to translate the arcs and the world map longitudinally. A teensy bit of github will also be shown.
Prerequisite: breathing
Slides: [2]
Source Code: [3]
Interested:
- Christine
- Glenn
- Chris
- Song Binyang
- Jakub
- Alejandro
- Haitao Shang
- Jarrod Scott
- Nilton Cardoso
- Matt Ingram
Python: A Crash Course
Speaker: Richard Barnes
Date & Time: TBD, targeting sometime early on the week of the 15th.
Motivation and content: This tutorial assumes some familiarity with programming and covers basic interaction with Python, pros and cons of using it as a language, and a summary of some of its useful packages. If there are particular things you'd like covered, or if you'd like to co-instruct, drop me a line (rbarnes@umn.edu). A few people have expressed interest on following up on this tutorial by teaching workshops on specific packages for networking, machine learning, and scientific computation.
Prerequisite: Have Python installed on your computer (Anaconda is an easy way to get this set up). Please have a code editor installed, SublimeText is an excellent choice.
Interested people:
Git: A Crash Course
Speaker: Richard Barnes
Date & Time: TBD, targeting sometime later on the week of the 15th.
Motivation and content: This course will cover the basic concepts of Git. It will walk you through creating a repository, committing changes to your code, and collaborating with others. If there are particular things you'd like covered, or if you'd like to co-instruct, drop me a line (rbarnes@umn.edu).
Prerequisite: Install SourceTree. Have a code editor, preferably SublimeText, installed.
Interested people:
Cloud Computing Introduction
Speaker: Christine Harvey (ceharvey@mitre.org)
Date & Time: TBD, targeting third or fourth week
Motivation and content: This will cover an introduction to cloud computing using Amazon Web Services. This will review setting up an AWS account, launching an instance, logging on to the remote computing resource, and we can try to do a little something else as well. Open to suggestions!
Prerequisite: Amazon account and a credit card (compute time should cost < $1)
Interested people:
- Glenn Magerman
- Chris
- Valery
- Jakub
- Anna
- Alejandro
- Haitao Shang
- Nilton Cardoso
- Jae
- Matt Ingram
Reproducible Research with iPython Notebooks
Speaker: Christine Harvey (ceharvey@mitre.org)
Date & Time: TBD, targeting third or fourth week
Motivation and content: iPython notebooks are a great way to keep track of your analysis and track data manipulations. Ideal for anyone working with data sets and creating visualizations along the way. More details to follow! Example: http://ipython.org/_static/sloangrant/9_home_fperez_prof_grants_1207-sloan-ipython_proposal_fig_ipython-notebook-specgram.png
Prerequisite: Python Install with iPython Notebooks (other packages to be listed). Easiest install is the Anaconda Install (http://continuum.io/downloads)
Interested people:
- Glenn Magerman
- Valery
- Song Binyang
- Tolga Oztan
- Anna
- Nilton Cardoso
- Matt Ingram
Topological Data Analysis - Persistent homology
Speaker: Alice Patania
Date & Time: June 16th, time TBD
Content:The tutorial will be a short introduction to topological data analysis and its applications to complex systems. I will try to illustrate the utility of these class of methods in several real world examples, and give some computational tools to apply them.
Motivation: Topological Data Analysis is sensitive to both large and small scale patterns that often fail to be detected by other analysis methods, such as principal component analysis, (PCA), multidimensional scaling, (MDS), and cluster analysis. PCA and MDS produce unstructured scatterplots and clustering methods produce distinct, unrelated groups. These methodologies sometimes obscure geometric features that topological methods can capture.
Prerequisite:
References:
Interested people: