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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

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.

NC

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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.

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5526 - 5550 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Anuradha S

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Oct 22, 2021

Excellent

By Wing C T

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Sep 29, 2021

Very good

By 陆瀚哲

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Aug 12, 2021

Very good

By Yang Y

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Jul 20, 2021

excellent

By Thuận N M

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Jul 2, 2021

excellent

By 杜广浩

•

Apr 19, 2021

希望翻译能更进一步

By Ricardo F

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Apr 16, 2021

Excelent!

By Rodrigo M

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Mar 29, 2021

Excelente

By 胡郢浩

•

Mar 10, 2021

very good

By Justin O

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Jan 26, 2021

Fantastic

By Eduardo T

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Nov 11, 2020

Muy bien!

By Cristian C

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Sep 23, 2020

Excellent

By M. H A P

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Sep 21, 2020

Excellent

By SWAPNA R P

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Sep 11, 2020

excellent

By Giovany G

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Aug 14, 2020

Excellent

By Sagar L

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Aug 13, 2020

Excellent

By Carlos

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Jul 21, 2020

Fantastic

By David K

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Jul 17, 2020

Loved it!

By akula k

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Jun 28, 2020

excellent

By Pragati P

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Jun 26, 2020

Excellent

By Sangitha P

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Jun 19, 2020

Excellent

By jiangzhen

•

Jun 16, 2020

so great!

By FuWuJia

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Jun 15, 2020

very good

By Pritam R

•

Jun 9, 2020

Pure Gold