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

4.9
stars
63,245 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

AM

Oct 8, 2019

I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation

XG

Oct 30, 2017

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.

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4376 - 4400 of 7,261 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Atanu C

•

Feb 22, 2021

The best course I ever had

By Leonardo S N

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Dec 26, 2020

Super, extremelly good !!!

By Enrique A M

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Nov 22, 2020

Mil gracias maestro Andrew

By SACHIN

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Oct 30, 2020

Great course.Just loved it

By Carlos S V A

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Aug 22, 2020

Muy práctico y entretenido

By Xiaoyu B

•

Aug 14, 2020

Great Learning Experience!

By Trupen

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Jul 11, 2020

Please refer to course 1;)

By Archie d

•

Jun 24, 2020

Best deep learning series!

By Mark S

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Jun 23, 2020

Great Learning Experience!

By HASAN M

•

Apr 14, 2020

Thank you for every thing.

By Navneet K

•

Apr 11, 2020

I learnt lot of new stuffs

By Alok V

•

Mar 10, 2020

Very well organized course

By Truong H

•

Feb 25, 2020

Thank for dedicated course

By ANUJ L

•

Oct 26, 2019

As usual "The Best Course"

By Ka L W

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Jul 18, 2019

Exceptionally good course!

By Manik G

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Jul 1, 2019

Very helpful, Thank you :)

By Virender p s

•

Jun 24, 2019

Thank You for this course!

By Hui L

•

Jun 2, 2019

Very useful and practical!

By Mrinalini S

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May 11, 2019

A very interesting course!

By Apoorav G

•

May 6, 2019

As always, amazing course!

By Abhishek S

•

Mar 10, 2019

Awesome Course. A must do.

By Wang W

•

Feb 4, 2019

講解的很清楚，作業難易適中，做完會對教的東西更有感覺

By Muhammad J K

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Dec 18, 2018

Yet another amazing course

By Felton Y

•

Nov 19, 2018

Incredibly useful for me!

By hf

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Nov 8, 2018

very good and very useful!