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

4.9
stars
63,260 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

JS

Apr 4, 2021

Fantastic course and although it guides you through the course (and may feel less challenging to some) it provides all the building blocks for you to latter apply them to your own interesting project.

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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4876 - 4900 of 7,262 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Prof P

•

Jul 13, 2020

Great teacher!!!

By Farhan F A

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Jun 26, 2020

Thank you Andrew

By Mohammad N H

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Jun 23, 2020

Excellent Course

By Ravi K C

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Jun 17, 2020

Excellent course

By Alejandro B E

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Jun 13, 2020

Excelent content

By Gadiraju S V

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Jun 5, 2020

best course ever

By Peter

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Jun 1, 2020

very good course

By Francis J

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May 29, 2020

keep on learning

By rajkumar p

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May 27, 2020

Very good course

By HABI M

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May 15, 2020

excellent course

By Mubashar I

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May 7, 2020

great experience

By Fernando J O O

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May 6, 2020

Excellent course

By Ankur J

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May 2, 2020

Great Andrew Ng!

By Tanu s

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May 2, 2020

Great experience

By Abhishek B

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Apr 29, 2020

very informative

By Jim

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Apr 8, 2020

It was very good

By Mukul s

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Apr 6, 2020

Exceptional.....

By Uday N

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Mar 31, 2020

Excellent Course

By Ahmad S

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Mar 29, 2020

Great Course (y)

By Santosh M

•

Mar 29, 2020

Excellent course

By Mohan B

•

Feb 29, 2020

very informative

By Deep G

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Feb 13, 2020

Amazing content!

By Shilong L

•

Jan 5, 2020

best course ever

By Ankur S

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Dec 30, 2019

Wonderful Course

By keerthi k

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Dec 15, 2019

excellent course