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