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學生對 deeplearning.ai 提供的 Sequence Models 的評價和反饋

4.8
26,176 個評分
3,089 條評論

課程概述

In the fifth course of the Deep Learning Specialization, you will become familiar with NLP models and their exciting applications such as speech recognition, music synthesis, chatbots, machine translation, natural language understanding, and more that have become possible with the evolution of sequence algorithms thanks to deep learning. By the end, you will be able to build and train Recurrent Neural Networks and commonly-used variants such as GRUs and LSTMs; apply RNNs to Character-level Language Modeling; gain experience with natural language processing and Word Embeddings; and use HuggingFace tokenizers and transformer models to solve different NLP tasks such as NER and Question Answering. DeepLearning.AI is proud to partner with NVIDIA Deep Learning Institute (DLI) to provide a programming assignment on Machine Translation with Deep Learning. Get an opportunity to build a deep learning project with leading-edge techniques using industry-relevant use cases. The Deep Learning Specialization is our foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. It provides a pathway for you to gain the knowledge and skills to apply machine learning to your work, level up your technical career, and take the definitive step in the world of AI....

熱門審閱

AM
2019年6月30日

The course is very good and has taught me the all the important concepts required to build a sequence model. The assignments are also very neatly and precisely designed for the real world application.

WK
2018年3月13日

I was really happy because I could learn deep learning from Andrew Ng.\n\nThe lectures were fantastic and amazing.\n\nI was able to catch really important concepts of sequence models.\n\nThanks a lot!

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301 - Sequence Models 的 325 個評論(共 3,060 個)

創建者 Yuwen W

2020年3月2日

This course, as always, de-mystifies a quite complicated topic and gives very good intuition why the models work. For example, LSTM is very complicated unit but Andrew illustrates well what it tries to achieve. That said, this is a very tough course.

創建者 Jeswin S R W

2020年7月5日

This course is one of the best course we can take for deep learning.The quiz assignment was good.The programming assignment was easy to understand many functions which i find it difficult in videos.Overall the instructor Andrew Ng lecture was good

創建者 Shahzad A K

2020年4月14日

This course covers a lot of ground and provides many opportunities to practice the concepts. I just wish there were one or two (possibly optional/honors ) assignments with fewer walk through instructions so one could test one's learning for real.

創建者 João M C d N

2019年5月2日

This was very cool, RNNs seem very powerful. I don't think the programming exercises were the best to get some experience but I really like the way Andrew explains the algorithms. Still 5*

(They are totally using these reviews for text analysis :P)

創建者 Rodrigo R C P

2020年8月3日

This course is a nice introduction to neural networks applied to sequence models. It has interesting applications in natural language processing and speech recognition. It would have been nice to apply the concepts to time series prediction, too.

創建者 NAMBURI G S S S

2020年3月27日

This is a pretty cool course to work on introduction of NLP. A blend of practical and theoritical aspects included though there are black boxes (I felt Convolutional Course to be more effective though, maybe because of my background, but still!!)

創建者 RUDRA P D

2020年7月20日

I don't know why this course has not been rated more than the other courses of this specialization. In my opinion, this is the best course among all the others. All thanks to Andrew Sir and Coursera team to introduce me to this specialization.

創建者 Gautam K

2020年7月8日

The course is very helpful in learning the important concepts of RNN in a very easy way. The instructor has a very unique style of teaching which makes the typical concepts easy and at the same the makes you develop your interest in the course.

創建者 Farzeen H

2019年9月14日

Andrew Ng and the team have created a fantastic opportunity to learn the basics of Deep Learning Algorithms. "Hearing from Lion's mouth" was a great experience for me. I would strongly recommend any deep learning enthusiast to attend the course.

創建者 Tulip T

2019年8月22日

somewhere between 4 and 5 stars. It's a good course to make you understand about major knowledge to process sequence by DL, and the assignments are the hidden gems.

Some recent results are not included (of course), such as BERT. But it's till OK.

創建者 Zifei S

2019年2月13日

Great course teaching state-of-the art NLP technologies. I wish the attention notebook could be improved, and the projects could get more flexible and in-depth. I also wish there could be a Keras tutorial that gives an overview of the framework.

創建者 Mariathea D

2018年4月14日

Andrew Ng is a fantastic instructor. His ability to break down a complicated concept like neural networks and deep learning so that a non-math, non computer person like me actually understands the underlying mechanisms is quite extraordinary.

創建者 Renato

2020年5月29日

I think the course and specialization are special. It requires a lot of hours to finish it. It can be a great review of specific topics in the deep learning subject. Thank you for allowing us to reach those specific topics easily. Great content

創建者 Anubhab G

2020年4月17日

The course explains the fundamentals of RNNs, GRUs, and LSTMs in a very easy manner with plenty of illustrations and programming exercises. Although, some of the exercises are optional but doing those actually help reinforce essential concepts.

創建者 Julien B

2018年7月8日

Très intéressant. Les papiers scientifiques illustrés dans les travaux pratiques sont récents et cela fait plaisir de comprendre comment marchent ces réseaux de neurones de notre quotidien (traduction google, trigger word, style transfert, ...)

創建者 Attila G

2019年12月25日

State-of-the-art and in-depth content, inspiring and engaging lectures throughout the whole specialisation. I will be eternally grateful to all of you who created this (and the other) courses. Thank you, Coursera, thank you so much, Andrew Ng!

創建者 Jingxiao Z

2019年5月21日

Very useful for understanding what 'sequential' means in DL. I expected as some new solution to the time series scenarios but it turns out a different area from the quantative techniques. It might be helpful applied to more 'sequential' areas.

創建者 Zynab S

2019年3月21日

Yes, I have just finished the whole specialization. I'm very proud of myself. And I recommend this specialization to anyone who wants to start with this field. Andrew is the best one I've seen who able to explain the thing in deeper way. Thanx

創建者 Shithi M

2018年11月14日

A wonderful, intellectual experience!

Don't fret if you are having to look up a few documentations, the comprehensive documentations of the built-in functions/layers needed are accessible on the official websites of the libraries(Keras, NumPy).

創建者 superfantastic

2018年4月3日

"I think that every person whether you come from a wealthy family, or a low income family, or anywhere in between. I think everyone should have great opportunities. " (socioeconomic status)

I was shocked by this speech. Thanks to Prof. andrew

創建者 RAKSHIT G L

2020年4月25日

The course was brilliant! Even though, the programming assignments could be better (personal opinion). The teaching itself is brilliant, and I think Andrew NG is by far one of the best Deep Learning teachers for anyone looking to get started.

創建者 Shashank J

2019年12月1日

very nice course but bit comprehensive especially Sequence models.

Expecting a same comprehensive course in Python development also so we can not write just a piece of code but entire code.

Also expecting a course on Keras , and end to end one.

創建者 Brian ( B

2019年2月21日

More lectures are needed in the sequence models to make these models or ideas clear to deep learning learners. I found this course is the most difficult one to follow in this series even if I got quite a lot experience on time series topics.

創建者 Sabyasachi P

2018年2月27日

It was a great learning experience. Thanks Andrew Ng for the wonderful content. However, there are still some mistakes in the programming assignment such as in the expected output of 3rd assignment. Kindly correct it. Overall very satisfying!

創建者 Bao L H

2020年4月18日

It's an amazing course, the video lectures are fruitful and the contents of the courses are well designed, the instructor is talented and his explanations are extremely helpful, it's one of the best courses taught on keras!

Thank you so much!