Skip to content

mppuerta/ih_datamadpt0420_final_project

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

23 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Final Data Project README file

Final project for Ironhack Bootcamp of Data Analytics: NLP text generation for haikus and lyrics

Image


🙋 Models Summary

This project contains three different NLP models with different approaches:

  • LSTM for Haikus generation Dataset: https://www.kaggle.com/hjhalani30/haiku-dataset This is the simpler one. A sequential model containing the following layers: Embedding Bidirectional LSTM Dense

  • LSTM for Lyrics generation Dataset: included in the repository Sequential model containing these layers: Embedding Bidirectional LSTM Dropout Unidirectional LSTM Embedding

  • GPT-2 for Haikus generation

🔧 Configuration

Requeriments, prerequisites, dependencies, installation instructions.

📁 Folder structure

└── final_project
    ├── .gitignore
    ├── README.md
    ├── LSTM_haiku
    │   ├── raw_data
    │   ├── processed_data
    │   ├── LSTM_haiku_preprocessing.ipynb
    │   └── LSTM_haiku_train.ipynb
    │
    ├── LSTM_extremoduro
    │   ├── raw_data
    │   ├── processed_data
    │   ├── LSTM_extremoduro_preprocessing.ipynb
    │   └── LSTM_extremoduro_train.ipynb
    │
    └── gpt2_haiku
        ├── raw_data
        ├── processed_data
        ├── gpt2_haiku_preprocessing.ipynb
        └── gpt2_haiku_train-ipynb


### **Update**

Added a Markov Chains model to generate song lyrics.



About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages

  • Jupyter Notebook 100.0%