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

4.9
stars
63,175 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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5726 - 5750 of 7,253 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Shuaifeng Z

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Sep 21, 2017

Perfect！

By geekerryan

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Sep 19, 2017

吴大大棒棒的~~

By Varun R

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Sep 10, 2017

Awesome!

By Oswaldo B F

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Aug 30, 2017

Amazing!

By Liam Y

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Aug 29, 2017

awesome!

By Michael S

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Aug 23, 2017

Awesome!

By Felipe F D R

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Aug 17, 2017

Amazing!

By Zahra S

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Nov 26, 2023

Awesome

By 许广峰

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Aug 17, 2021

Thanks

By Abhishek U

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Jun 13, 2021

great !

By Arijit B

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May 16, 2021

Amazing

By 许瑶瑶

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Apr 18, 2021

perfect

By ankit k

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Apr 14, 2021

must do

By zhuxiaowei

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Apr 10, 2021

Nice!!!

By ANURAG B

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Dec 23, 2020

Awesome

By Muhamad Z F

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Oct 29, 2020

awesome

By Виталий В

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Aug 23, 2020

perfect

By Alexander C

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Aug 5, 2020

Thanks!

By Suman D

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Jul 29, 2020

awesome

By Jose I L

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Jul 16, 2020

UFFFFFF

By Andrew

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Jul 9, 2020

Thanks!

By Ingyu L

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Jun 28, 2020

Amazing

By Goutham K K

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Jun 27, 2020

Great.!

By yinlum

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May 31, 2020

AWESOME

By Muhammed A

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May 8, 2020

Perfect