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Learner Reviews & Feedback for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization by DeepLearning.AI

4.9
stars
63,068 ratings

About the Course

In the second course of the Deep Learning Specialization, you will open the deep learning black box to understand the processes that drive performance and generate good results systematically. By the end, you will learn the best practices to train and develop test sets and analyze bias/variance for building deep learning applications; be able to use standard neural network techniques such as initialization, L2 and dropout regularization, hyperparameter tuning, batch normalization, and gradient checking; implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence; and implement a neural network in TensorFlow. The Deep Learning Specialization is our foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. It provides a pathway for you to gain the knowledge and skills to apply machine learning to your work, level up your technical career, and take the definitive step in the world of AI....

Top reviews

YL

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very useful course, especially the last tensorflow assignment. the only reason i gave 4 stars is due to the lack of practice on batchnorm, which i believe is one of the most usefule techniques lately.

NC

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Yet another excellent course by Professor Ng! Really helped me gain a detailed understanding of optimization techniques such as RMSprop and Adam, as well as the inner workings of batch normalization.

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5476 - 5500 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By 刘锡明

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Sep 3, 2018

very good!

By Thomas G

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Sep 2, 2018

Excellent!

By kevin E

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Aug 26, 2018

Pure Gold.

By 胡炜瑜

•

Aug 25, 2018

I like it!

By David

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Aug 15, 2018

Brilliant!

By 蔡昇材

•

Jul 24, 2018

excellence

By Mingyi Z

•

Jul 5, 2018

insightful

By Roushan K

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Jun 11, 2018

Excellent!

By Samkit S

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Jun 4, 2018

Excellent!

By Liu Z

•

May 10, 2018

wonderful!

By Anan

•

May 6, 2018

吴恩达老师讲的很好。

By codeit

•

May 2, 2018

Excellent!

By 张超溢

•

May 2, 2018

excellent!

By Imran I

•

May 1, 2018

Excellent.

By Jack L

•

Mar 24, 2018

tremendous

By 任玉武

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Mar 15, 2018

very good!

By Predrag S

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Mar 10, 2018

Excellent.

By 郑毅腾

•

Mar 1, 2018

wonderful！

By Zito R

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Feb 27, 2018

Excellent!

By francisco a

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Feb 22, 2018

Excelente!

By zc

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Jan 23, 2018

very nice!

By Nurmukhamed U

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Jan 19, 2018

Well done!

By Michael M

•

Jan 8, 2018

Excellent!

By Jian G

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Jan 3, 2018

very nice!

By 王鑫

•

Nov 23, 2017

very good!