# Complex Systems Summer School 2019-Tutorials

### From Santa Fe Institute Events Wiki

Please use this space to organize any tutorial you would like to offer your peers. It is useful to keep these in chronological order of occurrence (or at least proposed times) and include the time in the title, so that people can see what fits in their schedule at a glance by looking at the table of contents.

# Upcoming Tutorials

## Nonlinear Dynamics Discussion Session - Daniel Borrero (9:30 AM 6/15 & 6/16)

I've taught upper division/intro graduate level Nonlinear Dynamics a couple of times before. Given the quick pace of some of the lectures by the SFI faculty and people's various levels of familiarity with this material, I'd be glad to lead a couple of review/question and answer/clarification sessions for any of the Nonlinear Dynamics lectures (Liz Bradley, Josh Garland, Dave Feldman, Vicky Yang) if anybody is interested. I would also be glad to consult on any projects involving dynamical systems. The idea is to keep it pretty informal, low key, and organic. All levels of expertise welcome!

### Suggested Date and Time

Given that brunch will not be served till 11 AM on Saturday and Sunday, I propose meeting in the lecture hall at 9:30 on Saturday 6/15 (and maybe on Sunday 6/16 if needed).

### Interested Participants

Sign up below in the bulleted list below if you are interested. If you have experience with dynamical systems and would like to share your expertise, please feel free to join. You can add more slots as needed:

- Daniel Borrero (presenter)
- Jeongki Lim
- Andrea Bacilieri
- John Schuler

If you can't make it, feel free to come chat with me.

## Classical Hypothesis Testing- The Course You Think You Don't Need - John S. Schuler (3:15 PM 6/19)

Classical statistics does not get much love these days with all the newer techniques. While I applaud these new techniques and use them myself, I think there is value in these older methods. In particular, classical statistics is an excellent framework for thinking about replication. I envision this as the first in a series of three talks but for now I am announcing one. I will cover hypothesis testing with minimal prerequisites. My focus will be on the logic behind hypothesis testing and common misunderstandings thereof.

### Suggested Date and Time

I am willing to move this if desired. I will find a classroom and update this space.

### Interested Participants

Sign up is not required but it would be helpful to have some idea.

- Patrick

## Data Visualization and Aesthetics - Ethan Nadler (8:00 PM 6/19)

This will be a tutorial/"formal" discussion (i.e. with slides) aimed at data visualization in science, and its relation to art and aesthetics. It will roughly be organized as follows, depending on interest:

1. Overview/live-coding tutorial based on a Python data visualization workshop I've run in the past;

2. Discussion of specific examples: each attendee will send a favorite plot/visualization that *they have made* (likely from past research), and we'll discuss each as a group;

3. Discussion of general principles: interesting topics include, but are not limited to:

- What makes a plot beautiful?
- Do scientific data visualization and art have the same aesthetic aims?
- Are aesthetic biases reflected in scientific data visualization? (If so, how?)

### Suggested Date and Time

8:00 PM on Wednesday, 6/19.

### Interested Participants

- Ethan Nadler (presenter)
- Daniel Borrero
- Arta Cika
- Kenzie Givens
- Catherine Brinkley (but only if time changes... I have to pick up kids at 5.30pm)
- Patrick
- Erwin

## Natural Language Processing and Computational Linguistics in Python - Bhargav Srinivasa Desikan

I thought that doing an introductory level tutorial in Natural Language Processing and Computational Linguistics in Python would be useful/fun - it usually adds a very informative level of complexity to projects, even when it isn't the primary mode of inquiry. If you don't have textual data, I can also guide you through the process of mining data off the internet, either through web scraping or twitter - you can also do cool stuff like mailing entire WhatsApp chat histories to yourself, which means we could also do some funky meta Santa Fe WhatsApp chat analysis!

I've conducted similar tutorials before (PyData LA 2018, PyData Berlin 2017), and I also share all my material on GitHub in the form of Jupyter Notebooks. I've linked the videos and code so that you can have a brief look to see if it's stuff you might be interested in.

I'd be doing:

- finding text data
- pre-processing text data
- identifying your problem
- part-of-speech tagging, named entity recognition
- topic modelling
- text classification
- text generation with neural nets
- word embeddings

### Suggested Date and Time

The tutorial usually runs for an hour and a half (maybe 45 mins - break - 45 mins?). I was thinking of doing this some time next week, either on Tuesday (the 18th) or Thursday (the 20th). I reckon that would be enough time for people to figure out if this might be relevant to their work! I'll update this section on Monday (17th) with exact time/place.

### Interested Participants

(if anyone would like to conduct the tutorial with me or add more to it, very happy to collaborate!)

- Bhargav (presenter)
- Arta Cika
- Xin Ran
- Daniel Borrero
- Jackie Brown
- Pam Mantri
- Dee Romo
- Jeongki Lim
- Ernest Aigner
- Robert Coulter
- Winnie Poel
- Travis Moore
- Pablo M. Flores
- Catherine Brinkley

### Note

This would require pretty basic python programming skills, but I'll be walking everyone through the code. Even if you can't code it might be useful to know what kind of problems you can solve, and I'd be happy to link to resources to learning enough python to get started on your own. There has been interest in doing a general Machine Learning tutorial too: we can talk about this during the text tutorial to figure out what might be most useful for everyone!

I'm happy to chat with folks for suggestions on if they'd want more/less than what has been described!

(this is what I look like if you want to find me)

# Past Tutorials

## Nonlinear Dynamics Q&A w/ D. Borrero (6/10)

Informal discussion of various topics in Nonlinear Dynamics. Topics covered included:

- Taylor series and linearization of nonlinear systems
- Why the stability of the fixed point has to do with the slope of map at the fixed point (i.e., f'(x*))
- How to think about dynamical systems with continuous time systems ("flows") that are governed by differential equations in 1-dimension
- Why trajectories in chaotic systems diverge exponentially and where exactly a Lyapunov exponent comes from
- Floquet multipliers and diverge of trajectories in maps
- Where the quadratic term in the logistic map comes from