README.Rmd

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<!-- README.md is generated from README.Rmd. Please edit that file -->

```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>"
)
```

# **Text-Ease**

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**Text-Ease**, an app which predicts the next word in a sentence and provide the user with 3 possible options to choose from.
  
### **Link to the app** - [Text-Ease](http://akashmer.shinyapps.io/text_ease)

### **Link to the Slide-Deck** - [Text-Ease Slide Deck](https://rpubs.com/akashmer/text_ease_slide_deck)

Data was made available as part of JHU Data Science Capstone Course in collaboration with Microsoft *Swiftkey* and can be downloaded from [here](https://d396qusza40orc.cloudfront.net/dsscapstone/dataset/Coursera-SwiftKey.zip)
  
# **References[@Data_Source;@Silge_2017;@Hvitfeldt_2021;@Manning_2008;@Chen_1999;@jurafsky2000speech]**
  

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## **Directories and Files in the repository**
  
* **R** : A sub-directory to store all the raw R scripts and R markdown files used to create the report
    + **download.R** : File to define function fro downloading the data
    + **eda.R** : File meant for the author, contains all the rough exploratory data analysis done
    + **kgrams_model.R** : Very slow model built using `kgrams` R package
    + **milestone_report.Rmd** : Raw Rmarkdown file for the Milestone report describing data cleaning steps and exploratory data analysis
    + **mkn_model.R** : **Code which was used behind the final model used in the app**
    + **quiz1.R** : Code used to answer 1st week quiz questions
    + **tidyData.R** : Preliminary data cleaning steps
* **data** : A sub-directory to store the raw data used for the project.
* **results** : A sub-directory to store the Milestone Report as an HTML file. A markdown version of the file and a figures sub-directory containing all the figures used in the report in PNG format can also be found here. HTML version of the Slide-Deck is also stored here