LinguaNet: Neural Machine Translation from English to German

• Tech Stack: Python3, TensorFlow 2, Neural Networks
• Github URL: Project Link

This project involves creating a neural network for translating text from English to German. It utilizes key machine learning concepts such as flexible model architectures, freezing layers for optimized training, and a comprehensive data processing pipeline.

The translation system is built using Python3 and TensorFlow 2, employing an encoder-decoder architecture. The data processing pipeline transforms the text into token sequences suitable for the neural network, allowing it to learn language patterns and perform accurate translations.

The focus of this project is on effective sequence modeling, optimizing layer performance, and processing data efficiently to achieve high-quality translations. The implementation showcases the power of neural networks in natural language processing tasks.