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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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4951 - 4975 of 7,262 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By 张雅茹

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Mar 15, 2018

useful，thank you

By Lee R

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Mar 6, 2018

Excellent course

By Jitendra M

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Mar 4, 2018

Amazing course!!

By tinyalpha

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Mar 2, 2018

very impressive!

By Samuel P P J

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Feb 27, 2018

Very Good Course

By Kingshuk D

•

Feb 14, 2018

Excellent course

By Alex A

•

Feb 8, 2018

Best course ever

By Qiuyuan H

•

Jan 5, 2018

highly recommend

By 蔡畅之

•

Dec 20, 2017

Very good course

By Raj S

•

Nov 21, 2017

awesome, perfect

By Steffen N

•

Nov 18, 2017

fantastic course

By Sarmistha D

•

Nov 15, 2017

Excellent course

By Adar B A

•

Nov 9, 2017

wonderful course

By Dilraj S

•

Oct 20, 2017

Very good course

By Harshit R

•

Oct 17, 2017

Excellent course

By lijianfighting

•

Oct 16, 2017

课程简单易懂，循序渐进，非常棒！

By Carlos G

•

Oct 9, 2017

excellent course

By Zekai C

•

Oct 8, 2017

very impressive!

By Miquel M

•

Oct 4, 2017

Excellent course

By Maheedhara S A

•

Oct 3, 2017

Very good course

By Brian D

•

Sep 30, 2017

Excellent course

By NEERAJ V

•

Sep 24, 2017

very interesting

By John W

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Sep 18, 2017

Excellent class.

By 钱智盈

•

Sep 18, 2017

very good course

By Yi Z

•

Sep 13, 2017

It's just great!