Data Science Link Library

In an area as fast moving as data science there are always more topics than time. Due to this, if we can’t provide direct expertise we want to provide resources.

The data science link library is designed to be a repository of helpful links for topics of interest.

We also welcome user input! If you have links that you’ve found helpful please add them.


Introduction to Data Science

Setting Goals - Project Scoping


What is Exploratory Data Analysis (EDA)

What is EDA?

Why is EDA important?


Programming Languages

Python

R


Data Formats

Visualization

NLP


Geospatial Analysis (GIS)

Tree based models

Neural Networks

Model Optimization

All model types


Data Engineering

Containers

Data Engineering

Business Analytics

Interacting with Companies

Lookup Tools

Hoosiers by the Numbers

Miscellaneous

ASA Book Club

List of Analytics and Data Science Graduate Programs

RNA Sequencing Data: Hitchhiker’s Guide to Expression Analysis; recommended by John Sninsky

graphs for the colorblind (inspired by email from Mark Senn)

www.ncl.ucar.edu/Document/Graphics/ColorTables/cividis.shtml

github.com/marcosci/cividis

cran.r-project.org/web/packages/viridis/vignettes/intro-to-viridis.html

Lake Mead at Hoover Dam, End of Month Elevation (feet) www.usbr.gov/lc/region/g4000/hourly/mead-elv.html

Las Vegas water intake now visible at drought-stricken Lake Mead www.kolotv.com/2022/04/30/las-vegas-water-intake-now-visible-drought-stricken-lake-mead/

Lake Mead at Hoover Dam reaches lowest water level since its creation (with video and other interesting information) abc7chicago.com/lake-mead-lowest-water-level-hoover-dam-us-drought-monitor-before-and-after/10770642/

Google for "Lake Mead water level then and now"

www.researchgate.net/publication/325476528_Dynamic_Simulation_of_Lake_Mead_Water_Levels_in_Response_to_Climate_Change_and_Varying_Demands

5-Year Probabilistic Projections www.usbr.gov/lc/region/g4000/riverops/crss-5year-projections.html

(Lake Powell has less water, just like Lake Mead) employees.oneonta.edu/baumanpr/geosat2/Lake_Powell/Colorado_River_Basin_Lake_Powell.htm Prof. Paul R. Baumann

ChatGPT has an API

openai.com/blog/introducing-chatgpt-and-whisper-apis

platform.openai.com/docs/api-reference/introduction