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

4.9
stars
63,477 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

AA

Oct 22, 2017

Assignment in week 2 could not tell the difference between 'a-=b' and 'a=a-b' and marked the former as incorrect even though they are the same and gave the same output. Other than that, a great course

MD

May 5, 2018

Would have liked to see the math and more complete explanations for all the things that Prof. Ng glosses over by saying "you don't really need to understand XYZ". Even if this material was optional.

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

By Shulai Z

•

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

•

Jun 15, 2018

Simply amazing!

By Michael M

•

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

•

Mar 31, 2018

Amazing course!

By Francisco J A

•

Mar 25, 2018

Simply awesome!

By AG

•

Mar 13, 2018

Amazing Course!

By Roman I

•

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

•

Nov 19, 2017

Very intuitive!

By lixiang

•

Nov 17, 2017

very wonderful!

By SWARUP K G

•

Nov 16, 2017

A great course.

By Christina Y

•

Nov 15, 2017

Awesome course!