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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

55,922 ratings
6,398 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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4101 - 4125 of 6,324 Reviews for Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

By 邓云甫

May 22, 2019

It feels guuuuuuuud

By Dhananjaya B

May 2, 2019

Enjoyed this course

By YuyuanLiu

Feb 4, 2019

Andrew is the best.

By Chandrakant P

Feb 2, 2019

Thank you Andrew Ng


Jan 2, 2019

Valuable content :)


Oct 9, 2018

Very nice intutions

By Keiarra O

Sep 26, 2018

Very easy to follow

By Itrat R

May 27, 2018

Excellent Course!!!

By Dewei X

Mar 5, 2018

I love this course!

By sornpon w

Jan 15, 2018

Great job as always


Dec 29, 2017

un cours magnifique

By Steven G

Nov 25, 2017

Great course again!

By Sourish D

Nov 23, 2017

Excellent Course...

By 李赫

Oct 25, 2017


By André W

Oct 4, 2017

I love this course!

By cece h

Oct 2, 2017


By 杨帅

Oct 1, 2017


By Sundeep L

Aug 23, 2017

Another nice course

By yangcao

Aug 19, 2017

Thank you, helpful.

By Mohamed A

Oct 4, 2020

great explanation!

By Nelson J B F

Aug 23, 2020

Excepcional course

By Pillalamarri G K

Jul 13, 2020

Really great stuff

By Muhammad B Z R

Jun 29, 2020

I've learnt a lot!

By Cristhian S S

Jun 13, 2020


By Abhinav S

Jun 10, 2020

Awesome learning !