DeepBeat

Modality: Text
Last Updated: March 10, 2026
Pricing: Free
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Overview

DeepBeat is an AI program that uses machine learning techniques to generate rap lyrics by combining lines from existing rap songs, optimizing for rhymes and semantic coherence as detailed in the 'DopeLearning' research paper. Users can personalize content with keywords like 'birthday' or 'truth', generate full lyrics automatically via the 'Generate lyrics' button, or build them interactively using 'Suggest (Rhyming) Line' buttons and manual input. Additional features include editable settings with an optional deep learning mode, support for English and Finnish, and a web-based interface for saving and clearing lyrics. Created by Eric Malmi, Stephen Fenech, and Pyry Takala, it's free, open-source on GitHub, and intended for artistic, entertainment, and creative purposes.

Pros & Cons

Pros

  • Generates rhyming lines
  • Personalized lyrics with keywords
  • Manual and automatic lyrics creation
  • Editable settings
  • Publicly accessible source code
  • Accepts user feedback
  • Generates lyrics for entertainment

Cons

  • Limited to rap lyrics
  • No multi-language support
  • Non-interactive user interface
  • Mocks existing lyrics
  • No lyric uniqueness
  • Over-reliance on existing data
  • Software lags frequently
Q&A
Who created DeepBeat? +

DeepBeat was created by Eric Malmi, Stephen Fenech, and Pyry Takala.

How does DeepBeat generate rap lyrics? +

DeepBeat generates rap lyrics using machine learning techniques by combining lines from existing rap songs. It tries to match rhyming lines and ensure the lyrics make sense together.

Can I personalize the lyrics DeepBeat generates? +

Yes, you can personalize the lyrics that DeepBeat generates. You can add keywords, such as love, truth, and birthday, and these words will appear in the generated lyrics. You can also choose to manually add lines using 'Suggest (Rhyming) Line' buttons or write lines yourself.

What are the 'Suggest (Rhyming) Line' buttons used for in DeepBeat? +

The 'Suggest (Rhyming) Line' buttons in DeepBeat are designed to help generate lyrics that rhyme. They suggest rhyming lines that can be added to your rap lyrics to create a more fluid and rhythmic song.

Can I write my own lyrics in DeepBeat? +

Yes, you can write your own lyrics in DeepBeat. This gives a high level of personalization as you can input and edit individual lines as you wish.

Is there an option to add or edit keywords in the DeepBeat interface? +

Yes, there is an option to add or edit keywords in the DeepBeat interface. You can select keywords by clicking the option in the upper-right corner. The keywords chosen will then be included somewhere in the lyrics generated.

Where can I find DeepBeat's source code? +

You can find DeepBeat's source code on GitHub.

How can I provide feedback to the DeepBeat team? +

You can provide feedback to the DeepBeat team by sending them an email at [email protected].

What is the purpose of the lyrics generated by DeepBeat? +

The purpose of the lyrics generated by DeepBeat is primarily for artistic or entertainment purposes. Users can utilize DeepBeat’s AI-generated lyrics to create their own rap compositions.

Can I choose the language of the lyrics in DeepBeat? +

Presently, the language of the lyrics that DeepBeat generates can be in English or Finnish.

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