---
title: "Outbrain Click Prediction"
author: "Kiana Toufighi"
date: "17 October 2016"
output: 
  html_document:
    toc: TRUE
    number_sections: TRUE
---

# Introduction

This is my second attempt at a Kaggle competition. The idea of personalised content is quite interesting and has only been possible in the last decade. 


## Library Loading

```{r libraries, message = FALSE}
library(Amelia)
library(randomForest)
library(ggplot2)
library(ggthemes)
library(gridExtra)
library(grid)
```


# Data Wrangling 

The first step is to study the data and identify missing values, understand structure and perhaps relationships and start thinkig about missing value imputation. 

```{r}
system("ls ../input", intern=TRUE)
```