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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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5101 - 5125 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Gao Y

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Feb 25, 2018

Very practical

By Pedro H d O P

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Feb 3, 2018

Great course!!

By Wuchuan D

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Jan 6, 2018

Very practical

By donaghy X

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Nov 29, 2017

很有用，让我很容易就入门了。

By Nikhil G

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Nov 27, 2017

Just Fantastic

By Mohamed A A

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Nov 24, 2017

Perfect course

By Ho K L

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Nov 18, 2017

It helps a lot

By John S

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Oct 28, 2017

Excellent work

By anuj s

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Oct 19, 2017

Awesome Course

By Ahmed E S A H

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Oct 15, 2017

Amazing course

By Shubham

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Sep 26, 2017

Simply awesome

By Cristian E M V

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Sep 22, 2017

A good curse!!

By Keith M

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Sep 20, 2017

Always Great!!

By Dave P

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Sep 15, 2017

Great insights

By R.Athindran

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Sep 7, 2017

Useful course.

By Ryan L

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Aug 24, 2017

great course o

By Ilya J

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Feb 12, 2023

very helpfull

By yanzheng x

•

Jul 10, 2022

Great course!

By Larsen C

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Oct 26, 2021

Great course!

By Ramazan Ö Ç

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Oct 23, 2021

it is awesome

By snigdha m

•

Feb 5, 2021

Nice learning

By Dimitris K

•

Dec 28, 2020

Great course.

By Leon M W

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Dec 23, 2020

great course!

By Harsh S

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Nov 18, 2020

great courses

By Thomas F

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Nov 9, 2020

Great course!