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學生對 提供的 Natural Language Processing with Probabilistic Models 的評價和反饋

1,371 個評分


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....




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).



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 個評論(共 242 個)

創建者 Will H


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.

創建者 Rafael C F d A


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

創建者 Germán M


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.

創建者 Aneesh B


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!

創建者 Osama A O


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!

創建者 Ramprakash V


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.

創建者 Cheng J


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

創建者 Hernan J


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

創建者 Daniel W


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

創建者 Sandeep V


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

創建者 Gopal M


Assignments were incorrect.

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

創建者 Aung Z P


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

創建者 John F


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

創建者 Mounir H


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

創建者 bdug


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

創建者 Vladimir V


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

創建者 Manuel V B


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

創建者 Sophie Z


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

創建者 Trần T V


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

創建者 Jinsong T


T​oo basic and going at too slow a pace

創建者 Esakki p E m


excellent Material & teaching



G​ood, very good.

創建者 Randall K


great course

創建者 ugur b


Veri good

創建者 MoChuxian