Data Science Bootcamp

Prep

1. Install R (https://cran.r-project.org/). I’ll be using version 3.4

2. Install RStudio (https://www.rstudio.com/products/rstudio/download3/)

3. Install the necessary libraries with the following commands in any R terminal:

   install.packages(c(“tidyverse”, "RSQLite“, “tsoutliers”, “scales”, “igraph”, “ggraph”, “topicmodels”, “wordcloud”, “devtools”))
   devtools::install_github("robjhyndman/anomalous")
   devtools::install_github("twitter/AnomalyDetection")
   devtools::install_github("juliasilge/tidytext")
   

Data

• Kaggle: Lending Club Data (additional information)
• Webhose.io World news articles (click on the link for "World news news articles")
• Kaggle: Vehicle Collisions in NYC (additional information)

Main material

1. dplyr and ggplot

2. NLP

3. Anomaly Detection

Extra topics

GDELT and Google BigQuery