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自然语言处理, 国立高等经济大学

4.7
283 个评分
68 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 TL

Jul 08, 2018

Anna is a great instructor. She can explain the concept and mathematical formulas in a clear way. The design of assignment is both interesting and practical.

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67 个审阅

创建者 Christian Geishauser

Jan 31, 2019

Awesome course, I really learned a lot and the projects are really interesting, especially the final project!

创建者 Xuan WANG

Jan 29, 2019

Very good course with broad introduction of the state of the art technologies for NLP. Well designed and interesting homework as well.

创建者 Keshav Vinayak Jha

Jan 26, 2019

Extremely good teachers and content was up to date with current research. Definitely one of the best courses on Coursera.

创建者 Johannes Jones

Jan 14, 2019

I learned a lot. The tasks are challenging, but somehow manageable. Thanks!

创建者 yang

Jan 02, 2019

I like this course very much. It is a good introduction for NLP. But if you want to know more about the NLP, you need to search and read a lot of posts during the learning process.

创建者 Hassan Badawy

Dec 31, 2018

Is the best NLP course i have ever seen !!!!!!!!

创建者 刘尧

Dec 27, 2018

It's a little hard to complete all the courses and homework. But it's worth your time and hard work. I learnt a lot from this course.

创建者 Putcha Lakshmi Narasimha Rahul

Dec 25, 2018

Anna and group is great at teaching. However, a lot of graded assignments were a lot ambiguous with many important details missing. It would be a lot more helpful, if the content needed for assignment is explicitly mentioned! Thank you!

创建者 Lucy Lu

Dec 13, 2018

the best nlp online course

创建者 Glorian Yapinus

Dec 12, 2018

Very good course with tough assignments. Expect to take more time to digest the material on the video and work on the assignments