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学生对 提供的 Natural Language Processing with Probabilistic Models 的评价和反馈

1,370 个评分
241 条评论


In Course 2 of the Natural Language Processing Specialization, you will: a) Create a simple auto-correct algorithm using minimum edit distance and dynamic programming, b) Apply the Viterbi Algorithm for part-of-speech (POS) tagging, which is vital for computational linguistics, c) Write a better auto-complete algorithm using an N-gram language model, and d) Write your own Word2Vec model that uses a neural network to compute word embeddings using a continuous bag-of-words 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! 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....



Dec 12, 2020

A truly great course, focuses on the details you need, at a good pace, building up the foundations needed before relying more heavily on libraries an abstractions (which I assume will follow).


Dec 2, 2020

A neatly organized course introducing the students to basics of Processing text data, learning word embedding and most importantly on how to interpret the word embedding. Great Job!!


201 - Natural Language Processing with Probabilistic Models 的 225 个评论(共 242 个)

创建者 Will H

Mar 31, 2021

The lectures on the Viterbi algorithm were a little wooden and there were no summary text (reading) tasks (as there often is in other courses), however this is a worthwile and informative course.

创建者 Rafael C F d A

Jan 16, 2021

In the first and second week the exercices have some unecessery pranks in the data formatation just to make the exercice harded, but it take out the attention for what matter in the course that is NLP

创建者 Germán M

Dec 30, 2020

Very good to see how the "from scratch" concepts are presented; nevertheless, I have the feeling that a very little "real use case" problem has been presented, with tiny sentences being analyzed.

创建者 Aneesh B

Jun 18, 2022

Week 4 Lab Assignment could be made a little bit tougher. The backpropagation derivation of W1, W2, b1 and b2 could have an optional reading for the interested reader. Otherwise, amazing course!

创建者 Osama A O

Oct 7, 2020

Good course, but the lecture notes in week 2 can be much more improved. Understanding Viterbi algorithm without visuals and animations was very difficult. Apart from that, great course!

创建者 Ramprakash V

Aug 19, 2020

The course is exceptional in its own way by bringing people to the understanding of probabilistic models. Crisp & Clear. But one need to explore & practise more to gain expertise.

创建者 Cheng J

Sep 9, 2020

The Viterbi algorithm introduction is a bit hard for us to follow. Probably some writings may help guiding through each steps.

创建者 Hernan J

Nov 4, 2020

Esta especialización junto con la de Deep Learning se complementan y es son más claros los conceptos y prácticas, gracias!

创建者 Daniel W

Mar 25, 2021

The tutor sometimes pass the slices too swiftly. I hope that he could wait 2-3 seconds after finishing speaking.

创建者 Sandeep V

Oct 2, 2020

Sone Quiz should also be there. Assignments can be solved by python knowledge an following the instruction

创建者 Gopal M

Sep 5, 2020

Assignments were incorrect.

Lot of content was squeezed in the last week. Even spread would be ideal

创建者 Aung Z P

Jul 14, 2020

I love the way the instructor teach and the course design which is made to be simple but effective

创建者 John F

Feb 19, 2022

great material and presentation, there are a few typos here and there but not a big deal

创建者 Mounir H

Dec 1, 2020

I didn't like weeks 1 and 2 too much but I liked week 3 and I really liked week 4.

创建者 bdug

Apr 5, 2021

I liked the lecture, very well prepared. Only the part on metrics was a bit short

创建者 Vladimir V

Jul 20, 2020

This is a good course but I would like to see more emphasis on the mathematics.

创建者 Manuel V B

Apr 11, 2021

Great course, but the last week felt a bit messy with submission evaluation.

创建者 Sophie Z

Jan 3, 2021

Not sure if it is on purpose, but W4 labs have repeating content.

创建者 Trần T V

Dec 4, 2021

wonderful course, I learned the fundamental of NLP. Many thanks

创建者 Jinsong T

Jun 8, 2021

T​oo basic and going at too slow a pace

创建者 Esakki p E m

Apr 11, 2021

excellent Material & teaching


Aug 16, 2021

G​ood, very good.

创建者 Randall K

Apr 14, 2021

great course

创建者 ugur b

Jan 2, 2022

Veri good

创建者 MoChuxian

Oct 31, 2020