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

4.9
stars
63,486 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

NC

Aug 18, 2017

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.

BA

May 31, 2020

Very good course, useful and smart. Some of the example are on tensorflow 1 but I think that they will update them soon to keras tf2 Thank you!I will pass on what I have learned here to undergrads :)

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5026 - 5050 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Shulai Z

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Aug 14, 2018

perfect course!

By Yuan X

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Jul 1, 2018

Great exercise!

By 程方明

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Jun 23, 2018

正常时间刷完，调参侠又进一步了

By Kuei P H

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Jun 22, 2018

太多技法，感謝Andrew老師

By Swastik M

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Jun 18, 2018

Awesome content

By Alessandro M

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Jun 15, 2018

Simply amazing!

By Michael M

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Jun 15, 2018

Awesome course.

By Azamat K

•

May 29, 2018

It was perfect.

By Zheng T

•

May 24, 2018

有时课件中有些小错误，也能理解

By Shalini H

•

May 17, 2018

Awesome course

By Mohamed D

•

Apr 24, 2018

Merci Beaucoup!

By biqiang

•

Apr 24, 2018

宝贵的超参数调试经验，谢谢分享

By Marco D V

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Mar 31, 2018

Amazing course!

By Francisco J A

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Mar 25, 2018

Simply awesome!

By AG

•

Mar 13, 2018

Amazing Course!

By Roman I

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Feb 6, 2018

Awesome course.

By Thiago B

•

Jan 28, 2018

Perfect course!

By Aniket P

•

Dec 25, 2017

Great course!!!

By Jurgen R

•

Dec 22, 2017

Awesome course!

By Andrii L

•

Dec 12, 2017

Awesome course!

By Jeff X

•

Dec 6, 2017

终于学懂了！多谢Andrew！

By Ruoying X

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Nov 19, 2017

Very intuitive!

By lixiang

•

Nov 17, 2017

very wonderful!

By SWARUP K G

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Nov 16, 2017

A great course.

By Christina Y

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Nov 15, 2017

Awesome course!