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

57,937 ratings
6,667 reviews

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

Dec 23, 2017

Exceptional Course, the Hyper parameters explanations are excellent every tip and advice provided help me so much to build better models, I also really liked the introduction of Tensor Flow\n\nThanks.

Oct 30, 2017

Thank you Andrew!! I know start to use Tensorflow, however, this tool is not well for a research goal. Maybe, pytorch could be considered in the future!! And let us know how to use pytorch in Windows.

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4401 - 4425 of 6,588 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Deleted A

Aug 17, 2018

excellent courses

By Caique D S C

Jul 21, 2018

very good content

By Sicen D

Jun 5, 2018

Very Good Course!

By Jui-wen L

Jun 5, 2018

Very informative.

By Md J I

May 29, 2018

Excellent course.

By 吴雅婷

Apr 22, 2018


By Liu H

Apr 20, 2018

very good course!

By Zhiyuan L

Apr 17, 2018

Excellent course!


Apr 6, 2018

Very great course

By Pandya N

Mar 20, 2018

briefly explained

By Vimit D

Mar 20, 2018

great explanation

By Lucas B

Mar 11, 2018

Excellent course.

By Xue W

Mar 5, 2018


By Kun W Y

Mar 4, 2018

Very nice course!

By Chang S

Feb 4, 2018

Very good course.

By Zach P

Jan 8, 2018

Excellent course.

By Rodrigo T

Dec 25, 2017

Excellent Course!

By Joaquin T

Dec 23, 2017

Amazing, as usual

By Lv s

Dec 21, 2017

吴恩达老师的课讲解的非常棒 !!!

By Shangyu Y

Dec 9, 2017

Excellent course!

By xiyan

Nov 22, 2017

Excellent course!

By Etienne R

Nov 19, 2017

Really complete !

By Feliu S B

Nov 11, 2017

Very well taught.

By Michael O

Nov 10, 2017

Excellent course!

By Alexandre E

Nov 10, 2017

fantastic insight