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

4.9
stars
63,477 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

AA

Oct 22, 2017

Assignment in week 2 could not tell the difference between 'a-=b' and 'a=a-b' and marked the former as incorrect even though they are the same and gave the same output. Other than that, a great course

MD

May 5, 2018

Would have liked to see the math and more complete explanations for all the things that Prof. Ng glosses over by saying "you don't really need to understand XYZ". Even if this material was optional.

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5126 - 5150 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By donaghy X

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Nov 29, 2017

很有用，让我很容易就入门了。

By Nikhil G

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Nov 27, 2017

Just Fantastic

By Mohamed A A

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Nov 24, 2017

Perfect course

By Ho K L

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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

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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

By yanzheng x

•

Jul 10, 2022

Great course!

By Larsen C

•

Oct 26, 2021

Great course!

By Ramazan Ö Ç

•

Oct 23, 2021

it is awesome

By snigdha m

•

Feb 5, 2021

Nice learning

By Dimitris K

•

Dec 28, 2020

Great course.

By Leon M W

•

Dec 23, 2020

great course!

By Harsh S

•

Nov 18, 2020

great courses

By Thomas F

•

Nov 9, 2020

Great course!

By HAMZA Y

•

Oct 21, 2020

Great course!

By Adarsh W

•

Oct 19, 2020

Very Helpful.

By Devalin D (

•

Oct 18, 2020

Great course!