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Back to Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

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

57,275 ratings
6,577 reviews

About the Course

This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning process being a black box, you will understand what drives performance, and be able to more systematically get good results. You will also learn TensorFlow. After 3 weeks, you will: - Understand industry best-practices for building deep learning applications. - Be able to effectively use the common neural network "tricks", including initialization, L2 and dropout regularization, Batch normalization, gradient checking, - Be able to implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence. - Understand new best-practices for the deep learning era of how to set up train/dev/test sets and analyze bias/variance - Be able to implement a neural network in TensorFlow. This is the second course of the Deep Learning Specialization....

Top reviews

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.

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.

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4326 - 4350 of 6,499 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By 朱荣鑫

Dec 22, 2018

As good as before

By Mohammed A B

Dec 15, 2018

awesome content !

By Motilal R S

Dec 3, 2018

Excellent Course!

By Stefan K

Nov 23, 2018

Very good course!

By 苏庆祝

Nov 22, 2018

very nice course.

By Bhaskar D

Nov 20, 2018

Excellent course!

By Shan-Jyun W

Nov 14, 2018

Love this course!

By Bogdan S

Nov 4, 2018

Excellent course!

By Zhidan W

Oct 17, 2018

Extremely helpful

By Jakub V

Sep 9, 2018

Depth and clarity

By Timur B

Sep 1, 2018

Excellent course!

By Vinay A

Aug 27, 2018

Fantastic Course.

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 28, 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