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

4.9
stars
63,486 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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5226 - 5250 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Xinxin

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Sep 16, 2017

Good course !

By Ahmet H E

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Sep 11, 2017

So far great!

By William G

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Sep 6, 2017

very nice A++

By Jinshi ( H

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Sep 4, 2017

great course!

By Bo Y

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Aug 28, 2017

Great course!

By Andrey S

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Aug 24, 2017

Great course!

By lee

•

Aug 24, 2017

I respect you

By Lucas G

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Aug 23, 2017

Great course!

By Danny P

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Aug 23, 2017

Great course.

By yechunnan

•

Aug 22, 2017

Great course!

By Celestino A

•

Aug 21, 2017

Great course!

By 蒋进进

•

Aug 20, 2017

Great course!

By Nishan D B

•

Jul 23, 2024

Great course

By MALASHREE S

•

Mar 17, 2024

Great course

By Asanka W

•

Jan 12, 2023

Great course

By Ashhar A

•

Sep 10, 2022

Excellent !

By Tuong L

•

Aug 27, 2022

Good course.

By Sang N T

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Apr 6, 2022

Great course

By Hüseyin K

•

Mar 20, 2022

JUST PERFECT

By Parsa M

•

Feb 11, 2022

Just perfect

By Sidharth T C

•

Jan 27, 2022

good content

By Amiradin Z

•

Oct 12, 2021

nice course!

By Baraa R

•

Oct 5, 2021

great course

By Code 4

•

Jul 5, 2021

Great Course

By Minh V

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Apr 23, 2021

Good course!