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Learner Reviews & Feedback for Natural Language Processing with Attention Models by DeepLearning.AI

750 ratings
185 reviews

About the Course

In Course 4 of the Natural Language Processing Specialization, you will: a) Translate complete English sentences into German using an encoder-decoder attention model, b) Build a Transformer model to summarize text, c) Use T5 and BERT models to perform question-answering, and d) Build a chatbot using a Reformer model. By the end of this Specialization, you will have designed NLP applications that perform question-answering and sentiment analysis, created tools to translate languages and summarize text, and even built a chatbot! Learners should have a working knowledge of machine learning, intermediate Python including experience with a deep learning framework (e.g., TensorFlow, Keras), as well as proficiency in calculus, linear algebra, and statistics. Please make sure that you’ve completed course 3 - Natural Language Processing with Sequence Models - before starting this course. This Specialization is designed and taught by two experts in NLP, machine learning, and deep learning. Younes Bensouda Mourri is an Instructor of AI at Stanford University who also helped build the Deep Learning Specialization. Łukasz Kaiser is a Staff Research Scientist at Google Brain and the co-author of Tensorflow, the Tensor2Tensor and Trax libraries, and the Transformer paper....

Top reviews


Oct 4, 2020

Can the instructors make maybe a video explaining the ungraded lab? That will be useful. Other students find it difficult to understand both LSH attention layer ungraded lab. Thanks


Nov 20, 2020

The course is a very comprehensive one and covers all state-of-the-art techniques used in NLP. It's quite an advanced level course and a good python coding skill is a must.

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76 - 100 of 186 Reviews for Natural Language Processing with Attention Models

By Samina M

May 16, 2022

This course has been designed very nicely in terms of content, time.

By aydinakgokalp

Jan 31, 2021

Helped me catching up latest technologies. Gave me new ideas as well.

By Carlos O

Oct 29, 2020

It's a great and challenging way to learn about these SOA frameworks.

By Utku T

Feb 24, 2021

Awesome course! I learned many theoretical and practical techniques.

By Arunjith

Sep 15, 2021

in depth understanding of the transformers. Highly recommended

By Ezio X

Nov 1, 2020

Very well developed course content and well managed community.

By Ivan V S

Feb 16, 2022

N​ot a bad course, but a bit too obstract and lacking TF.

By Adarsh W

Jun 3, 2021

It was a slightly advanced course, but I learned a lot.

By Mario A C S

Oct 30, 2020

Great course to understand state of teh art NLP models

By Bhavana s

Nov 29, 2021

really a wonderful learning experience , a must try !

By Chunlei Z

Apr 5, 2021

Very detailed instruction in programming assignments

By Zane L

Oct 13, 2020

awesome course to learn the state-of-the-art of NLP!

By Luis A

Sep 26, 2020

Excellent course on the state of the art in NLP.

By Roman L

Sep 28, 2020

Assignments are hard and interesting. Thanks

By T d

Jan 13, 2021

Best part of the entire specialization!

By Meet G

Dec 28, 2020

The best course of the specialization

By Коняев М Н

Mar 29, 2021

The course is nice and quite modern

By Xiaoli C

Oct 14, 2020

very useful class and love it!

By Wei X

Dec 30, 2020

Challenging but cutting edge


Dec 18, 2020

great course, its fantastic¡

By Nikesh B

May 15, 2021

It was awesome! I loved it.

By Arman I

May 22, 2021

Very practical! Thanks

By Tiago d L

Oct 21, 2020

Great and inspiring!

By Han T

Oct 20, 2020

It is a great course

By Onuigwe V

Oct 25, 2020

Beginners friendly