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学生对 Coursera Project Network 提供的 Convolutions for Text Classification with Keras 的评价和反馈

4.7
112 个评分
12 条评论

课程概述

Welcome to this hands-on, guided introduction to Text Classification using 1D Convolutions with Keras. By the end of this project, you will be able to apply word embeddings for text classification, use 1D convolutions as feature extractors in natural language processing (NLP), and perform binary text classification using deep learning. As a case study, we will work on classifying a large number of Wikipedia comments as being either toxic or not (i.e. comments that are rude, disrespectful, or otherwise likely to make someone leave a discussion). This issue is especially important, given the conversations the global community and tech companies are having on content moderation, online harassment, and inclusivity. The data set we will use comes from the Toxic Comment Classification Challenge on Kaggle. To complete this guided project, we recommend that you have prior experience in Python programming, deep learning theory, and have used either Tensorflow or Keras to build deep learning models. We assume you have this foundational knowledge and want to learn how to use convolutions in NLP tasks such as classification. Note: This course works best for learners based in the North America region. We’re currently working on providing the same experience in other regions....

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RT
Jul 25, 2020

Good explanation about how to work with pretrained embeddings, but works too slow

RD
Jul 14, 2020

Very good project to understand the use of convolution in text data.

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1 - Convolutions for Text Classification with Keras 的 12 个评论(共 12 个)

创建者 Mesut Y

Nov 23, 2020

Hello,

My major is economics. I have been following your PYTHON lessons for a long time. I participated in these projects to make myself better. I've seen the benefit of these lessons. Your lecture was great. I appreciate your hard work and your contribution to my knowledge.

创建者 Kinjal S P

Sep 30, 2020

After this guided project i would like to do a new project on my own from all i learned in this course. The course was very informative, and explained why and what functions are used. Someone looking to experience hand-on on keras this project is just right.

创建者 Ruslan T

Jul 26, 2020

Good explanation about how to work with pretrained embeddings, but works too slow

创建者 RUDRA P D

Jul 15, 2020

Very good project to understand the use of convolution in text data.

创建者 Gangone R

Jul 3, 2020

very useful course

创建者 Md. R Q S

Sep 17, 2020

great

创建者 tale p

Jun 28, 2020

good

创建者 আল্লাহ ম

Jun 27, 2020

good

创建者 Ashwin P

Jun 26, 2020

good

创建者 p s

Jun 26, 2020

Good

创建者 Simon S R

Sep 4, 2020

Could still be improved.

创建者 Hanqing L

Jul 12, 2020

Insufficient insight given as why this particular setup (embedding, convolution etc.) works for classification. Resource sharing is missing: there is no code/data sharing despite of the promise in the video. Disappointing content.