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aera-workshop

This workshop introduces participants to the Learning Analytics (LA), and provides a brief overview of LA methodologies, literature, applications, and ethical issues as they relate to STEM education.

altair-tutorial

Notebooks for the Altair tutorial

animated_bar_charts_in_r

Code to demo how to build Animated Bar Charts in R

apm_exercises

Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)

apriori-algorithm

Apriori Algorithm, a Data Mining algorithm to find association rules

atlanta-r-users-group-animated-charts-in-r

automateir

In the spirit of the popular book Automate the Boring Stuff with Python (https://automatetheboringstuff.com/), this workshop will give project-based examples of automating tasks from an Office of Institutional Research using Python. The workshop will utilize a few packages from the Python library. Before the workshop, you'll receive a guide on downloading and running Python on your local machine. During the workshop, we'll review projects, including reading data from a pdf table, automating data processing, writing data to an Excel workbook, and sending reports through email.

bannersql

banr-packaging-rules

Sample Algorithmic Packaging Rules for Banner

banr-period-budgeting

Period and Algorithmic Budgeting in Banner

banr-web-snapshot-panes

Banner Web Snapshot Panes

courseradatasimulation

courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

data-products

data-science-workshop

NYU Shortcourse -- "Data Science and Social Science" materials

data-visualization-programming-assignment-1

data-visualization-programming-assignment-2

datasciencecoursera

datasciencecoursera

datasciencepython

common data analysis and machine learning tasks using python

datasciencer

a curated list of R tutorials for Data Science, NLP and Machine Learning

datascienceresources

Open Source Data Science Resources.

datasciencespcoursenotes

Compiled Notes for all 9 courses in the Coursera Data Science Specialization

datasharing

The Leek group guide to data sharing

edviz-2019

exdata_plotting1

Plotting Assignment 1 for Exploratory Data Analysis

getting-and-cleaning-data-project

Getting and Cleaning Data Project

gganimate

Create easy animations with ggplot2

ggplot2-tutorial

Teaching materials for the R package ggplot2

imbalanced-classification_caret_package

Compare classification model between imbalanced with balanced data using 'caret', 'ROSE' etc. package.

kc-r-users-caret

Files and presentation made Sept. 6, 2014 to Kansas City R Users Group: Machine Learning Algorithms Using R's Caret Package