English-Hindi Machine Language Transliteration in Tensorflow

Neural Machine Translation using Attention Mechanism

Predictor-Estimator WMT17

Fine-tuned Gemma-3 4B for high-quality English → Tamil translation | BLEU: 36.12 | Trained with Unsloth + LoRA on T4 GPU

Chatbot implementation using deep learnning, python and Tensorflow

This is an NLP pipeline that performs neural machine translation using Encoder-Decoder architecture to translate text from the English language to the Hindi language. Deployed using TensorFlow.js in a mobile application, the pipeline can be expanded to include translation amongst multiple languages.