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Learner Reviews & Feedback for Natural Language Processing with Classification and Vector Spaces by DeepLearning.AI

3,819 ratings

About the Course

In Course 1 of the Natural Language Processing Specialization, you will: a) Perform sentiment analysis of tweets using logistic regression and then naïve Bayes, b) Use vector space models to discover relationships between words and use PCA to reduce the dimensionality of the vector space and visualize those relationships, and c) Write a simple English to French translation algorithm using pre-computed word embeddings and locality-sensitive hashing to relate words via approximate k-nearest neighbor search. 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....

Top reviews


May 24, 2021

Great Course,

Very few courses where Algorithms like Knn, Logistic Regression, Naives Baye are implemented right from Scratch . and also it gives you thorough understanding of numpy and matplot.lib


Jul 17, 2020

One of the best introductions to the fundamentals of NLP. It's not just deep learning, fundamentals are really important to know how things evolved over time. Literally the best NLP introduction ever.

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601 - 625 of 772 Reviews for Natural Language Processing with Classification and Vector Spaces

By Kirill T

Jul 11, 2020

There were some unexplained moments (like PCA implementation in the 3rd course), but overall the course seems good.

By Gianmarcos E

Nov 26, 2020

Me ayudó mucho este curso para entender como programar en python enfocandome al procesamiento del lenguaje natural

By Alberto P

Mar 12, 2022

There were some files in the assigments that had a lot of bugs. But the rest of the course was very good.

By Vaibhav O

Jul 3, 2020

Some of the concepts are too basic in the course and proper emphasis on vectorized operations is lacking.

By Shahin Z

Oct 7, 2020

Very nice. (Would be even better if you can iron out all the little typos in the labs/assignments.)

By Musa A

Jul 1, 2020

Course content was OK, but the instructer's performance is below average. I am sorry to say that.

By Kamal N S

Sep 29, 2020

Informative course. Notebooks are well explained and very helpful to learn many concepts of ML.

By Huynh N A

May 17, 2021

lab and assignments should be to understand and practice the theories, not programming skills

By Mikalai K

Jul 29, 2020

good one! I would have done more complex tasks as assignments. Rather than that - very nice!

By Saúl R

Sep 4, 2021

Maybe you could be more rigorous, like in week 1 with the optional derivation of equations

By aydinakgokalp

Dec 9, 2020

Course Material needs to be improved. But overall good course and teaches the way for NLP.


Jul 8, 2020

Excellent Course that provides detailed insights on usage of NLP and all of its concepts

By Norun N

Jul 25, 2021

This is a must course if someone want to turn theoretical knowledge into practical ones

By peyman s

Dec 31, 2020

The course is very well designed and integrated. I wish there was more material on PCA.

By Victor H

Jul 27, 2020

The course should have more videos explaining, but the overall was good. Thank you.

By Matthew M

Jun 22, 2021

Great course. Definitely only do if you are somewhat familiar with python though!

By Wenzhe Y

Jan 10, 2023

While how to calculate is clear, I am expecting more explaination regarding why.

By Sergio B

Nov 28, 2021

Well balanced and the assignments give you a solid base to start a new project.

By Zahra S

Dec 22, 2020

very informative regarding the basics of NLP leading to get specialized course

By Shubhapradha

Jul 17, 2020

This is one of the best courses on NLP. The core concepts are taught very well.

By Yuanqin M

Sep 30, 2021

It is really hard for me to accomplish it. But I did! I am proud of myself.

By Ramprakash V

Aug 11, 2020

Wonderful course for NLP beginners. It sets you in the path of NLP mastery.

By Carlos M

Jul 15, 2020

Very good course of NLP. Some early bird problems about assignment grading

By Enrique C

Jul 12, 2020

graders have errors, and that leads to wasted time. the content is just ok


Mar 28, 2021

A good introduction! Can't ait to do the following course to go deeper!