DeepLearning.AI
Natural Language Processing with Attention Models
DeepLearning.AI

Natural Language Processing with Attention Models

Younes Bensouda Mourri
Łukasz Kaiser
Eddy Shyu

Instructors: Younes Bensouda Mourri

79,339 already enrolled

Gain insight into a topic and learn the fundamentals.
4.4

(1,028 reviews)

Intermediate level

Recommended experience

Flexible schedule
Approx. 26 hours
Learn at your own pace
83%
Most learners liked this course
Gain insight into a topic and learn the fundamentals.
4.4

(1,028 reviews)

Intermediate level

Recommended experience

Flexible schedule
Approx. 26 hours
Learn at your own pace
83%
Most learners liked this course

What you'll learn

  • Use encoder-decoder, causal, & self-attention to machine translate complete sentences, summarize text, and answer questions.

Details to know

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Assessments

3 assignments

Taught in English

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Build your subject-matter expertise

This course is part of the Natural Language Processing Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
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There are 3 modules in this course

Discover some of the shortcomings of a traditional seq2seq model and how to solve for them by adding an attention mechanism, then build a Neural Machine Translation model with Attention that translates English sentences into German.

What's included

15 videos4 readings1 assignment1 programming assignment1 app item3 ungraded labs

Compare RNNs and other sequential models to the more modern Transformer architecture, then create a tool that generates text summaries.

What's included

10 videos6 readings1 assignment1 programming assignment3 ungraded labs

Explore transfer learning with state-of-the-art models like T5 and BERT, then build a model that can answer questions.

What's included

16 videos15 readings1 assignment1 programming assignment3 ungraded labs

Instructors

Instructor ratings
4.3 (283 ratings)
Younes Bensouda Mourri
DeepLearning.AI
5 Courses219,761 learners

Offered by

DeepLearning.AI

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Learner reviews

4.4

1,028 reviews

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4

Reviewed on Sep 28, 2020

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Reviewed on Mar 27, 2021

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Reviewed on Mar 17, 2024

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