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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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5576 - 5600 of 7,270 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Juan J H Á

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Jun 4, 2020

excellent

By Свиридов И А

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May 19, 2020

Loved it!

By Debasish D

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May 15, 2020

Excellent

By Buddhima C

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May 13, 2020

excellent

By Avdhesh B

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May 11, 2020

excellent

By Hector G

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May 2, 2020

excelent!

By Shweta A

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May 2, 2020

very good

By sanjiv k j

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May 2, 2020

very good

By Solayman H E

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May 2, 2020

Very Good

By Douba J

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May 2, 2020

Très bien

By Agustin S

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Apr 22, 2020

Andrew <3

By Patil B

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Apr 7, 2020

very nice

By Ehsan M

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Apr 6, 2020

fantastic

By Rafael

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Mar 28, 2020

Muito bom

By Haziqa S

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Mar 23, 2020

Wonderful

By Yibo W

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Mar 22, 2020

very good

By qiaojiaxin

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Mar 20, 2020

nice work

By logichen

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Mar 3, 2020

Nice job!

By Ratan S M

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Feb 9, 2020

excellent

By Chi X

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Jan 22, 2020

Very good

By 毛昊

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Jan 20, 2020

excellent

By ayanava d

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Jan 16, 2020

very good

By Aditya A J

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Jan 13, 2020

Thank you

By Ashish G

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Jan 7, 2020

excellent

By Bình N N

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Jan 5, 2020

very nice