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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

56,767 ratings
6,515 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

Jan 13, 2020

After completion of this course I know which values to look at if my ML model is not performing up to the task. It is a detailed but not too complicated course to understand the parameters used by ML.

Oct 8, 2019

I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation

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4276 - 4300 of 6,437 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Yongjian F

May 25, 2019

Very interesting.

By Manish K

May 25, 2019

very good content

By zhou

Mar 31, 2019


By James C

Feb 22, 2019

Very good course.


Feb 19, 2019

best course ever!


Feb 14, 2019

Awesome course :)


Jan 3, 2019

Very good course.

By Eoghan T

Jan 1, 2019

Thanks, Prof. Ng!

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 Jabberwoo

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 29, 2018

Excellent course.