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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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4976 - 5000 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Sai K

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Sep 6, 2020

Best Course!!!!

By Diego A Z A

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Aug 7, 2020

Excelente curso

By Abdelrahman D

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Aug 1, 2020

Amazing course!

By Vipinkumar G

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Jun 26, 2020

Awesome Course!

By Naman K

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May 29, 2020

Very Insightful

By Aunkit C

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Apr 29, 2020

Amazing course.

By Keisuke S

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Apr 21, 2020

Great Material!

By Sai K V

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Mar 16, 2020

Awesome Course!

By Barinjato R

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Feb 25, 2020

just excellent!

By Zhiping L

•

Feb 19, 2020

so excellent！！！

By Bruno A K

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Jan 12, 2020

Awesome course!

By Steven H

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Dec 29, 2019

Great as always

By Amrit R

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Dec 16, 2019

Great work sir!

By Julius B

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Oct 24, 2019

Awesome course!

By Ahmed M s

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Sep 8, 2019

Nice experience

By nayeem s

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Jul 19, 2019

Awesome Course!

By Hanchen H

•

Jun 17, 2019

理论与实践相结合的的典范课程！

By Quan S

•

May 27, 2019

Perfect course!

By Renzo

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May 22, 2019

Awesome course!

By F M

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May 12, 2019

perfect course!

By C K

•

May 11, 2019

Amazing Course!

By Prabesh G

•

Mar 5, 2019

Simply the best

By Vishnu N S

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Feb 28, 2019

Great Work !!!!

By Raj

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Jan 17, 2019

Awesome course.

By Deepinder D

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Jan 3, 2019

Awesome course!