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

Natural Language Processing with Sequence Models

Younes Bensouda Mourri
Łukasz Kaiser

Instructors: Younes Bensouda Mourri

70,590 already enrolled

Gain insight into a topic and learn the fundamentals.
4.5

(1,137 reviews)

Intermediate level

Recommended experience

Flexible schedule
Approx. 21 hours
Learn at your own pace
93%
Most learners liked this course
Gain insight into a topic and learn the fundamentals.
4.5

(1,137 reviews)

Intermediate level

Recommended experience

Flexible schedule
Approx. 21 hours
Learn at your own pace
93%
Most learners liked this course

What you'll learn

  • Use recurrent neural networks, LSTMs, GRUs & Siamese networks in Trax for sentiment analysis, text generation & named entity recognition.

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.
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There are 3 modules in this course

Learn about the limitations of traditional language models and see how RNNs and GRUs use sequential data for text prediction. Then build your own next-word generator using a simple RNN on Shakespeare text data!

What's included

15 videos15 readings1 assignment2 programming assignments1 app item4 ungraded labs

Learn about how long short-term memory units (LSTMs) solve the vanishing gradient problem, and how Named Entity Recognition systems quickly extract important information from text. Then build your own Named Entity Recognition system using an LSTM and data from Kaggle!

What's included

8 videos9 readings1 assignment1 programming assignment1 ungraded lab

Learn about Siamese networks, a special type of neural network made of two identical networks that are eventually merged together, then build your own Siamese network that identifies question duplicates in a dataset from Quora.

What's included

10 videos10 readings1 assignment1 programming assignment3 ungraded labs

Instructors

Instructor ratings
4.4 (225 ratings)
Younes Bensouda Mourri
DeepLearning.AI
5 Courses215,343 learners

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DeepLearning.AI

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4.5

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