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

4.9
stars
63,489 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

NC

Aug 18, 2017

Yet another excellent course by Professor Ng! Really helped me gain a detailed understanding of optimization techniques such as RMSprop and Adam, as well as the inner workings of batch normalization.

BA

May 31, 2020

Very good course, useful and smart. Some of the example are on tensorflow 1 but I think that they will update them soon to keras tf2 Thank you!I will pass on what I have learned here to undergrads :)

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4851 - 4875 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By xiyan

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Nov 22, 2017

Excellent course！

By Etienne R

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Nov 19, 2017

Really complete !

By Feliu S

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Nov 11, 2017

Very well taught.

By Michael O

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Nov 10, 2017

Excellent course!

By Alexandre E

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Nov 10, 2017

fantastic insight

By 林杰

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Nov 5, 2017

难易适中，适合学习，感谢吴恩达老师

By pratik p

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Oct 28, 2017

Excellent course!

By 刘斌

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Oct 12, 2017

Marvelous Course!

By Jinxi W

•

Sep 28, 2017

Very good course!

By Hao Z

•

Sep 11, 2017

Excellent course!

By Mouhammad S

•

Sep 4, 2017

Excellent course!

By Eric

•

Sep 3, 2017

So helpful !!!!!!

By Akarapon L

•

Apr 14, 2024

Excellent course

By Ashar J

•

Jul 20, 2023

Excellent Course

By Siddharth C c

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Dec 19, 2022

nice. Keep it Up

By Yilber R

•

Feb 4, 2022

Excelente curso.

By HECTOR F R E

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Dec 25, 2021

Excellent course

By Clannon N

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Oct 6, 2021

very good course

By Ansel J

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Sep 25, 2021

Excellent Course

By Prateek S

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Sep 23, 2021

Very informative

By Mohammad R B

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Jul 31, 2021

Great Course !!!

By Deleted A

•

Mar 27, 2021

TOP!!! thank you

By Harpro R

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Dec 29, 2020

Very nice course

By Cyril E

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Nov 27, 2020

Very good course

By Steven J A B G

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Nov 24, 2020

excellent course