Translate and Predict Next word for "artificial" language

  • Tech Stack: Python, Seq2Seq, LSTM, Deep Learning, Encoder Decoder, TensorFlow, Keras ,Trandformers, Attention Mechanism

Artificial Language Translation: Developed a machine translation system between two artificial languages using a dataset of 5,000 paired texts

Seq2Seq with Attention Mechanism: Implemented an encoder-decoder architecture enhanced with an attention mechanism and eq2seq modeling to improve translation accuracy and handle longer sequences effectively

Next-Word Prediction: Extended the model to predict the next word in a sequence for the input language, demonstrating sequential modeling capabilities beyond translation

Performance & Evaluation: Achieved 82% test accuracy for translation tasks, showing effective learning of translation mappings and sequence patterns