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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

4.9
stars
63,482 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 23, 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

HK

Aug 8, 2021

As a beginner who learn machine learning for 2 months, this course guide me to the basic concepts of hyperparameter tuning! I think I can come back to here while I practice machine learning projects!

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7026 - 7050 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Sonny M

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Apr 20, 2020

Excellent course!

By Michael A

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Mar 16, 2019

Add more quizzes.

By Fazni f

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Sep 16, 2021

best course ever

By ARAVAPALLI P B V M

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May 17, 2020

Excellent course

By Nono

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Oct 31, 2019

Thank you,Andrew

By Frederick

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Oct 6, 2018

very good course

By J C

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Nov 21, 2017

Very Good Course

By Bala S

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Aug 20, 2017

Fantastic course

By D A

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Sep 27, 2020

it is very good

By Kim C

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Sep 9, 2020

希望

更新

Tensorflow

2

By Oceanusity

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May 11, 2019

pretty good one

By Idan P

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May 23, 2018

Add more theory

By Miro M

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Apr 12, 2018

Bad handwriting

By Matsela M

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Feb 15, 2021

Great learning

By AKUT J R

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Aug 16, 2020

Great module !

By Francisco R

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May 9, 2018

pudo ser mejor

By Aadesh N

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Sep 25, 2017

Great revision

By Zyro K

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Aug 18, 2021

Challenging!!

By Kim M

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Jul 27, 2020

So difficult.

By Elvar G

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Nov 26, 2019

tf version1.X

By Ronit C

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Mar 6, 2018

Thank you! :)

By Tze-Yuan C

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Dec 11, 2017

Great course.

By Varun S (

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Aug 3, 2020

Great Course

By Rachel S I

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Jul 1, 2020

Great course

By Bruno G C

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Oct 17, 2018

Really good.