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Sequence Models
HomeE-Learning ShopTeaching & AcademicsScience Sequence Models
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Sequence Models

$69.00

This course will teach you how to build models for natural language, audio, and other sequence data. Thanks to deep learning, sequence algorithms are working far better than just two years ago, and this is enabling numerous exciting applications in speech recognition, music synthesis, chatbots, machine translation, natural language understanding, and many others. read more…

Level

Intermediate

Rating

4 Stars

Duration

17 + Hours

Language

English

Subtitle

Chinese (simplified), English

Feature

Captions, Certification, Exercises, On-Demand, Quizzes

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Categories: Development, Science, Teaching & Academics Tags: Artificial Neural Network, Deep Learning, Long Short-Term Memory (ISTM), Recurrent Neural Network
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  • Description
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Description

What you'll learn

Recurrent Neural Networks

Natural Language Processing & Word Embeddings

Sequence models & Attention mechanism

Description

This course will teach you how to build models for natural language, audio, and other sequence data. Thanks to deep learning, sequence algorithms are working far better than just two years ago, and this is enabling numerous exciting applications in speech recognition, music synthesis, chatbots, machine translation, natural language understanding, and many others.

You will:
– Understand how to build and train Recurrent Neural Networks (RNNs), and commonly-used variants such as GRUs and LSTMs.
– Be able to apply sequence models to natural language problems, including text synthesis.
– Be able to apply sequence models to audio applications, including speech recognition and music synthesis.

This is the fifth and final course of the Deep Learning Specialization. deeplearning. ai is also partnering with the NVIDIA Deep Learning Institute (DLI) in Course 5, Sequence Models, to provide a programming assignment on Machine Translation with deep learning. You will have the opportunity to build a deep learning project with cutting-edge, industry-relevant content.

Requirements

Access to a computer or mobile device with an internet connection.

Motivation to learn!

There are no special materials or prerequisite knowledge required for this course.

Who this course is for

Students who are already familiar with this field

Students willing to put in a couple hours to learn about Sequence Models

Advanced students wanting to add another skill to their portfolio

Content Creator

Andrew Ng – CEO/Founder Landing AI; Co-founder, Coursera; Adjunct Professor, Stanford University; formerly Chief Scientist,Baidu and founding lead of Google Brain
Head Teaching Assistant – Kian Katanforoosh – Lecturer of Computer Science at Stanford University, deeplearning.ai, Ecole CentraleSupelec
Teaching Assistant – Younes Bensouda Mourri – Mathematical & Computational Sciences, Stanford University, deeplearning.ai

This course includes

Participation Confirmation/Certificate

Option for learning at your own pace

Videos and reading material about the course

Practice tests

Assessed tasks with feedback from other course participants

Evaluated tests with feedback

Evaluated programming tasks

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