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自然语言处理, 国立高等经济大学

4.6
339 个评分
82 个审阅

课程信息

This course covers a wide range of tasks in Natural Language Processing from basic to advanced: sentiment analysis, summarization, dialogue state tracking, to name a few. Upon completing, you will be able to recognize NLP tasks in your day-to-day work, propose approaches, and judge what techniques are likely to work well. The final project is devoted to one of the most hot topics in today’s NLP. You will build your own conversational chat-bot that will assist with search on StackOverflow website. The project will be based on practical assignments of the course, that will give you hands-on experience with such tasks as text classification, named entities recognition, and duplicates detection. Throughout the lectures, we will aim at finding a balance between traditional and deep learning techniques in NLP and cover them in parallel. For example, we will discuss word alignment models in machine translation and see how similar it is to attention mechanism in encoder-decoder neural networks. Core techniques are not treated as black boxes. On the contrary, you will get in-depth understanding of what’s happening inside. To succeed in that, we expect your familiarity with the basics of linear algebra and probability theory, machine learning setup, and deep neural networks. Some materials are based on one-month-old papers and introduce you to the very state-of-the-art in NLP research....

热门审阅

创建者 GY

Mar 24, 2018

Great thanks to this amazing course! I learned a lot on state-to-art natural language processing techniques! Really like your awesome programming assignments! See you HSE guys in next class!

创建者 MV

Mar 18, 2019

Definitely best course in the Specialization! Lecturers, projects and forum - everything is super organized. Only StarSpace was pain in the ass, but I managed :)

筛选依据:

81 个审阅

创建者 Ajeet Singh

Apr 19, 2019

The course is very nice. I wish there were some more examples in slides to understand the working of algorithms. Maybe its advance that's why I felt it.

If notes of every week were available then it would have been very beneficial.

创建者 Daksh Miglani

Apr 06, 2019

It has less content on abstractive summarization.

创建者 Sudheer Kumar Reddy Challa

Mar 31, 2019

I have the best experience ever with the learning methodologies.

all over it was quite awesome.

创建者 rashmi

Mar 29, 2019

good

创建者 Jeremy Li

Mar 29, 2019

The assignments are great!

创建者 santoshi kumari

Mar 21, 2019

explanation on Fundamentals are good.. it would be better if models and methods are explained by applying them to some real time examples.

创建者 Milos Vlainic

Mar 18, 2019

Definitely best course in the Specialization! Lecturers, projects and forum - everything is super organized. Only StarSpace was pain in the ass, but I managed :)

创建者 Lucas Bezerra Maia

Mar 13, 2019

Very good course

创建者 Aleksandar Jovanovic

Feb 28, 2019

Terrible final project realization. You use telegram to deploy your conversational bot, which shuts you off if you don't have people chatting with it for too long. And that can happen if nobody reviews your project for days and weeks. I give this course a one star, as this kind of thing is just unacceptable from my perspective, and I can elaborate why. You've taken my money for waiting more than a month for reviews, only to find out I did not pass because my bot shut down. I'm sorry, but I won't take another course from you again. Goodbye.

创建者 Ruiliang Liu

Feb 27, 2019

Very practical. The final project is great!. Highly recommended.