Gone are the days of carrying a bilingual dictionary for your European holiday or keeping one on your desk for foreign language homework. Thanks to language translation services available on the internet, you can now quickly understand street signs or learn how to greet and thank foreigners in their language. These services rely on sophisticated machine translation models. If you've ever wondered how these models work, this course is for you. In this course, you will delve into the inner workings of a machine translation model using Keras, a powerful Python-based deep learning library. You will learn how to implement a translation model and train it to perform English to French translation. Additionally, you will discover techniques to enhance the performance of your model. By the end of this course, you will have gained a comprehensive understanding of machine translation models and a greater appreciation for their capabilities.