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學生對 Coursera Project Network 提供的 Convolutions for Text Classification with Keras 的評價和反饋

4.7
118 個評分
13 條評論

課程概述

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
2020年7月25日

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

RD
2020年7月14日

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

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1 - Convolutions for Text Classification with Keras 的 13 個評論(共 13 個)

創建者 Kinjal S P

2020年9月30日

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.

創建者 RUDRA P D

2020年7月15日

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

創建者 Mesut Y

2020年11月23日

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.

創建者 Yaron K

2021年6月18日

Demonstrates using pre-computed word embeddings together with Keras CNN for classification. Did project in June2021 and the completed notebook was in the Coursera project resources section [Not in Rhyme].

創建者 Ruslan T

2020年7月26日

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

創建者 Gangone R

2020年7月3日

very useful course

創建者 Md. R Q S

2020年9月17日

great

創建者 tale p

2020年6月28日

good

創建者 Hridoy

2020年6月27日

good

創建者 Ashwin P

2020年6月26日

good

創建者 p s

2020年6月26日

Good

創建者 Simon S R

2020年9月4日

Could still be improved.

創建者 Hanqing L

2020年7月12日

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.