Encoder-Decoder Architecture (Coursera)

Encoder-Decoder Architecture (Coursera)
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Encoder-Decoder Architecture (Coursera)
This course gives you a synopsis of the encoder-decoder architecture, which is a powerful and prevalent machine learning architecture for sequence-to-sequence tasks such as machine translation, text summarization, and question answering. You learn about the main components of the encoder-decoder architecture and how to train and serve these models. In the corresponding lab walkthrough, you’ll code in TensorFlow a simple implementation of the encoder-decoder architecture for poetry generation from the beginning.

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What You Will Learn

- Understand the main components of the encoder-decoder architecture.

- Learn how to train and generate text from a model by using the encoder-decoder architecture.

- Learn how to write your own encoder-decoder model in Keras.


Syllabus


WEEK 1

Encoder-Decoder Architecture: Overview

This module gives you a synopsis of the encoder-decoder architecture, which is a powerful and prevalent machine learning architecture for sequence-to-sequence tasks such as machine translation, text summarization, and question answering. You learn about the main components of the encoder-decoder architecture and how to train and serve these models. In the corresponding lab walkthrough, you’ll code in TensorFlow a simple implementation of the encoder-decoder architecture for poetry generation from the beginning.



MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Course Auditing
44.00 EUR

MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.