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

4.9
stars
63,156 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

NA

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.

HD

Dec 5, 2019

I enjoyed it, it is really helpful, id like to have the oportunity to implement all these deeply in a real example.

the only thing i didn't have completely clear is the barch norm, it is so confuse

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4676 - 4700 of 7,249 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Raghav G

Jul 13, 2020

A very good course.

By RAGHU B 1

Jun 25, 2020

Highly informative!

By Santiago C V

Jun 3, 2020

Simplemente Senial.

By Chinthaka R

May 26, 2020

Thank you Mr.Andrew

By Dhruv P

Mar 22, 2020

WOW, Vet insightful

By Wajeeh U H

Feb 25, 2020

I love NG's courses

By Zhiyong Z

Feb 20, 2020

As great as always!

By Chin H L

Feb 10, 2020

Andrew is the best.

By Dweep J

Feb 4, 2020

Very well taught!!!

By Devashish P

Nov 3, 2019

Amazing course.....

By Samart M

Aug 10, 2019

Excellent as always

By 邓云甫

May 22, 2019

It feels guuuuuuuud

By Dhananjaya N (

May 2, 2019

Enjoyed this course

By CBG之徒

Feb 4, 2019

Andrew is the best.

By Chandrakant P

Feb 2, 2019

Thank you Andrew Ng

By SACHIN S

Jan 2, 2019

Valuable content :)

By HAMID S

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

By Nguyen A M M

Dec 29, 2017

un cours magnifique

By Steven G

Nov 25, 2017

Great course again!

By Sourish D

Nov 23, 2017

Excellent Course...

By Kurisu L

Oct 25, 2017

非常棒的课程,吴老师深入浅出,让我们d