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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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5351 - 5375 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By mayank m

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Jul 31, 2020

nice course

By Sirisha R

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Jul 28, 2020

Enjoyed it!

By R S C

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Jul 16, 2020

Very useful

By ANANYA S

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Jun 24, 2020

Best course

By Weiyi S

•

Jun 23, 2020

very good !

By kunzhao

•

Jun 20, 2020

nice course

By 吴子训

•

Jun 16, 2020

good course

By Rekha R

•

May 25, 2020

good enough

By Advaith A

•

May 22, 2020

Nice Course

By Mrs. R C

•

May 5, 2020

Good Course

By TUSHAR J

•

May 4, 2020

Nice course

By Oumar B

•

May 2, 2020

super cours

By ELHACHIMI O

•

Apr 26, 2020

Awesome !!!

By Akash K V

•

Apr 5, 2020

very useful

By Nilesh S

•

Mar 25, 2020

Best Course

By Sumit C

•

Mar 17, 2020

best course

By Gustavo A I E

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Jan 8, 2020

Excellent !

By Mojela M

•

Nov 30, 2019

Exceptional

By Ankit J

•

Oct 19, 2019

best always

By Ashok B

•

Oct 7, 2019

Good course

By Chang G

•

Sep 30, 2019

best course

By jose m

•

Jul 25, 2019

nice course

By RAHUL T P

•

Jul 22, 2019

Awesome....

By Atakan S

•

Jun 23, 2019

Nice course

By tingting z

•

Apr 18, 2019

喜欢NG老师，棒棒棒！