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Disc-Emojify is a Keras LSTM model integrated into a Discord bot for text-to-emoji conversions

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EthanStanks/Disc-Emojify

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Disc-Emojify 🤖

An LSTM Model that Converts Text-to-Emojis Integrated into a Discord Bot! 🧑‍💻

This project is my first attempt at a recurrent neural network (RNN). This was created for my project and portfolio IV class at Full Sail University. Project scope was one month.

Model's Features 📋

  • Tokenized Descriptions
  • Padded Sequences
  • Scikit-Learn train_test_split
  • TensorFlow Keras Model
  • Adam Optimizer
  • Trained On Over 700 Emojis

Model's Layers ⚙️

  • Embedding for Input
  • Long Short-Term Memory (LSTM) with 128 units
  • Long Short-Term Memory (LSTM) with 56 units
  • Dense for Output using Softmax Activiation

Bot's Features 🗂️

  • Locally Hosted
  • Command Event Handling
  • On_Message Event Handling

Respond Command 📢

Respond Example

Replace Command ✍️

Respond Example

React Command 🏷️

Respond Example

Project Portfolio 🖥️

Disc-Emojify Portfolio Link

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Disc-Emojify is a Keras LSTM model integrated into a Discord bot for text-to-emoji conversions

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