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

4.9
stars
63,285 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

Oct 31, 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.

AM

Oct 9, 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

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5701 - 5725 of 7,270 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Semih T

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Jun 10, 2020

Awesome!

By Jaideep R G

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May 21, 2020

Awesome!

By Joe M

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Apr 19, 2020

非常直观的讲解！

By Juno, S C L

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Apr 3, 2020

nice one

By Yan H

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Mar 8, 2020

Awesome!

By Ondar A

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Mar 2, 2020

Perfect!

By Fabrice H T

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Jan 29, 2020

Super!!!

By Venkata k c

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Dec 14, 2019

Good one

By Alexander S

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Jun 27, 2019

Awesome!

By Jose A P L

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Jun 21, 2019

Perfecto

By Shimin Z

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Apr 22, 2019

学习到了很多知识

By Lucifer Z

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Mar 28, 2019

awesome!

By 刘少凡

•

Mar 9, 2019

Wondeful

By Yash C v

•

Feb 3, 2019

Awesome.

By yaomingshan

•

Jan 25, 2019

感谢Angrew

By Reshinth A

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Dec 29, 2018

The best

By Sagar J

•

Dec 12, 2018

awesome!

By Javier S F

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Dec 1, 2018

Awesome!

By 杜忠莲

•

Nov 10, 2018

perfect！

By Ashutosh P

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Nov 3, 2018

Awesome!

By Saichand D

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Oct 17, 2018

Amazing!

By Stefan N

•

Aug 13, 2018

Spot on!

By 喆 李

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Apr 29, 2018

Asesome!

By 张子昂

•

Apr 25, 2018

The Best

By neozgx

•

Apr 6, 2018

很不错，通俗易懂