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

4.9
stars
63,175 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

AM

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

XG

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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5101 - 5125 of 7,253 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By John G

•

Aug 5, 2018

Very practical

By 王华嘉

•

Aug 1, 2018

It‘s great’ ！！

By David C

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Jul 25, 2018

Indispensible!

By Brian N

•

Jul 10, 2018

Great course!!

By Kalyan K

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Jul 2, 2018

Simply superb.

By Leon W

•

Jun 24, 2018

Thx, Andrew!!!

By Abhimanyu K

•

May 16, 2018

awesome course

By Nazia P

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Apr 28, 2018

Awesome course

By Gao Y

•

Feb 25, 2018

Very practical

By Pedro H d O P

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Feb 3, 2018

Great course!!

By Wuchuan D

•

Jan 6, 2018

Very practical

By donaghy X

•

Nov 29, 2017

很有用，让我很容易就入门了。

By Nikhil G

•

Nov 27, 2017

Just Fantastic

By Mohamed A A

•

Nov 24, 2017

Perfect course

By Ho K L

•

Nov 18, 2017

It helps a lot

By John S

•

Oct 28, 2017

Excellent work

By anuj s

•

Oct 19, 2017

Awesome Course

By Ahmed E S A H

•

Oct 15, 2017

Amazing course

By Shubham

•

Sep 26, 2017

Simply awesome

By Cristian E M V

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Sep 22, 2017

A good curse!!

By Keith M

•

Sep 20, 2017

Always Great!!

By Dave P

•

Sep 15, 2017

Great insights

By R.Athindran

•

Sep 7, 2017

Useful course.

By Ryan L

•

Aug 24, 2017

great course o

By Ilya J

•

Feb 12, 2023

very helpfull