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-# Basic Transformer
+# Intro to Transformers
+
+This tutorial is designed to help you train your first machine translation
+model. To follow along, you'll need a Linux-based system and an NVIDIA GPU.
In this example we will use Marian to create a English-German translation
system. We'll follow a very simple pipeline with data acquisition, some basic