Chevron Left
返回到 自然语言处理

自然语言处理, 国立高等经济大学

4.7
284 個評分
68 個審閱

課程信息

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....

熱門審閱

創建者 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!

創建者 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.

篩選依據:

68 個審閱

創建者 Amartya Chaudhuri

Feb 19, 2019

It is a great course having both mix of traditional ML and deep NLP approaches (the new might be better but we need to know the prevalent ways a decade ago!). Should keep the content updated with always developing field of NLP. Assignments are really useful to understand the subject and stays as a starter code for new projects you wanna start. I would like to convey my thanks to the instructors !!

創建者 Christian Geishauser

Jan 31, 2019

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

創建者 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.

創建者 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.

創建者 Johannes Jones

Jan 14, 2019

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

創建者 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.

創建者 Hassan Badawy

Dec 31, 2018

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

創建者 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.

創建者 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!

創建者 Lucy Lu

Dec 13, 2018

the best nlp online course