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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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5326 - 5350 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Soumik R

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Jul 13, 2018

Great Course

By Osama A

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Jun 9, 2018

Great Course

By AyaHamdy

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May 25, 2018

Great Course

By Hao D

•

Apr 24, 2018

Nice course!

By Mark L

•

Apr 22, 2018

great course

By 郑晨斌

•

Apr 8, 2018

Very useful！

By Katrina C

•

Mar 24, 2018

Many Thanks!

By Yaxin L

•

Mar 7, 2018

very helpful

By Mithilesh K S

•

Jan 29, 2018

Great course

By joris l

•

Jan 22, 2018

Really good!

By 郭玮

•

Dec 25, 2017

Nice course!

By PRALAY P

•

Dec 24, 2017

Great Course

By 陆恒

•

Dec 12, 2017

非常喜欢Andrew的课

By Roussel R

•

Dec 2, 2017

Loved it. :*

By 栗韶远

•

Nov 27, 2017

Great Course

By R11

•

Nov 20, 2017

Very helpful

By Ho Y C

•

Nov 17, 2017

Excellent!!!

By Melvin E

•

Oct 8, 2017

excellent!!!

By Manuel T

•

Oct 2, 2017

Great course

By Amar g

•

Sep 29, 2017

Great course

By spencer z

•

Sep 27, 2017

great course

By Xinyu W

•

Sep 9, 2017

Great class!

By Peng J

•

Aug 24, 2017

Learn a lot.

By Xu B

•

Aug 21, 2017

great course

By phung h x

•

Aug 12, 2017

great course