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Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization に戻る による Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization の受講者のレビューおよびフィードバック



This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning process being a black box, you will understand what drives performance, and be able to more systematically get good results. You will also learn TensorFlow. After 3 weeks, you will: - Understand industry best-practices for building deep learning applications. - Be able to effectively use the common neural network "tricks", including initialization, L2 and dropout regularization, Batch normalization, gradient checking, - Be able to implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence. - Understand new best-practices for the deep learning era of how to set up train/dev/test sets and analyze bias/variance - Be able to implement a neural network in TensorFlow. This is the second course of the Deep Learning Specialization....



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.


Oct 09, 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


Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization: 4076 - 4100 / 5,614 レビュー

by Kumar A

Jun 04, 2020

great course

by Mrwan A H M

Jun 03, 2020

Thanks a lot

by Venkat R

May 21, 2020

great course

by Loc L

May 18, 2020

Great course


May 17, 2020

it' good! :)

by Prem D M

May 07, 2020

great course

by Renato d C M J

Apr 29, 2020

Very useful!

by Juan M C T

Apr 12, 2020

Great course

by Jorge E V H

Mar 17, 2020


by Wasim A

Feb 22, 2020

Great Work!!

by jarat m

Feb 13, 2020

just amazing

by Osama B

Feb 11, 2020

Great Course

by Ranjeet R R

Jan 08, 2020

very helpful

by Yizhe Z

Dec 23, 2019

Very helpful

by Cristian Y A H

Nov 01, 2019

It is great!

by Pablo M P

Jul 28, 2019

Very useful!


Jul 14, 2019

Super useful


Jul 13, 2019

great course

by Hang S

Jul 04, 2019

Good course!

by Timur B

Jul 01, 2019

Great class!

by Yuxuan Y

Jun 29, 2019



Jun 03, 2019

good course!

by Himanshu S

May 18, 2019

Great Course

by Illia K

May 17, 2019

very useful!

by 郑笙桦

Apr 14, 2019

Means a lot.