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

4.9
stars
63,068 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

XG

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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.

YL

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very useful course, especially the last tensorflow assignment. the only reason i gave 4 stars is due to the lack of practice on batchnorm, which i believe is one of the most usefule techniques lately.

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5251 - 5275 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Thong N V

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Jun 20, 2020

great course

By shivam g

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Jun 12, 2020

great course

By Jiaquan P (

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Jun 8, 2020

Learn a lot!

By Kumar A

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Jun 4, 2020

great course

By Mrwan A H M

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Jun 3, 2020

Thanks a lot

By Venkat R

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May 21, 2020

great course

By Loc L

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May 18, 2020

Great course

By VARSHITHA

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May 17, 2020

it' good! :)

By PREM M

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May 7, 2020

great course

By Renato d C M J

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Apr 29, 2020

Very useful!

By Juan M C T

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Apr 12, 2020

Great course

By Jorge E V H

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Mar 17, 2020

Excelente!!!

By Wasim A

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Feb 22, 2020

Great Work!!

By Jarat M

•

Feb 13, 2020

just amazing

By Osama B

•

Feb 11, 2020

Great Course

By Ranjeet R

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Jan 8, 2020

very helpful

By Yizhe Z

•

Dec 23, 2019

Very helpful

By Cristian A

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Nov 1, 2019

It is great!

By Pablo M P

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Jul 28, 2019

Very useful!

By Đức T N

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Jul 14, 2019

Super useful

By KALPAM S

•

Jul 13, 2019

great course

By Hang S

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Jul 4, 2019

Good course!

By Timur B

•

Jul 1, 2019

Great class!

By Hins Y

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Jun 29, 2019

Recommend!!!

By JIALIU Z

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Jun 3, 2019

good course!