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Natural Language Processing with Classification and Vector Spaces に戻る による Natural Language Processing with Classification and Vector Spaces の受講者のレビューおよびフィードバック



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....




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



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.


Natural Language Processing with Classification and Vector Spaces: 151 - 175 / 722 レビュー

by Evangelos M


Very good course, and easy to follow the content even for those with no previous knowledge on NLP. Thanks to the community for help and advice.

by Nguyen T H


Great Course, this course gives me more understanding of NLP in machine learning. This is a more advantageous technique than my current class

by Yohei K


Thank you very much faculties. I am one of the alpha testers of this course, but cannot contribute anything beforehand. This course is great!

by Kenneth N


Exceptional and clear instructions but too much into academic jargons and waste of time in learning irrelevant libraries and history of NLP.

by Ming L


Strongly recommended, I felt like still not enough after just 4 weeks learning.

Look forward to see more courses from you, really appreciate.

by Yaron K


All concepts are clearly demonstrated in the excercise notebooks. Lectures are broken into short videos followed by summary and practice.

by Shashank Y


Good course but I felt it a bit boring towards the end. Maybe week 4 can be divided into 2 modules to that students don't feel overloaded

by Jie N


I love the course learning a lot. see my notes:

by Theodoros D


Very insightful course. It helped me understand the concepts and the assignments are very helpful to further understand these concepts.

by borun d


I liked the course very much.. Although assignment was quite hard to me, I took the challenge and achieve the goal. Thanks to the Team.

by Riteng Z


just amazing, the lectures are short but supper clear, except the pca part it's kind of difficult

and I love how the labs are designed

by Foutse Y


The organisation of the course was very good. Each concepts that was presented was presented in a good order that eased understanding.

by Aditya J


woww, what a great start , but I guess you guys should add lectures on word embeddings too, otherwise for starters it's very difficult

by Xiaonuo G


Fun, informative, and just the right amount of work. If you'd like to brush up on the fundamentals, this is the course to dive into.

by Ayjeren R


C​omplex concepts are explained in a really intuitive manner. Small examples of complex formulas and process are incredibly useful!

by Divyanshu S


A good course designed for NLP enthusiasts... Highly recommend this course, if you are starting NLP for your projects at work/home.

by Bharathi k N


The course is excellent and instructors are amazing. Loved this course and thank you so much for providing us this amazing course.

by Bharadwaj A


Very nicely done. Thanks.

Would be nice if we had a way to debug our code with your examples (when you grade and point out errors).

by Ravi G


Excellent course with very fundamental concepts taught in an intuitive and simple way. Loved the spiderman reference the most. ;p

by Vladimir B


Extremely useful class. The class is well structured and the assignment code is clean and very well organized.

Amazing professor!

by Michael M


A gentle guide to the intricacies of NLP. Lean underling concepts and begin to get ideas on how they are implemented in python.



Great course! The activities are well thought. They can be hard but once you figure them out, it's everything you need to know!

by Rahul K


One of the best NLP courses available. Includes both theory and practical implementation. Assignments are very well structured.

by Chris V


Easy to follow. The assignments had better flow than the Machine Learning course. I like using numpy better than matlab, too.

by Ssemambya O


The course is well explained and Understandable. It's the best choice for anyone starting out in Natural Language Processing.