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學生對 提供的 Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的評價和反饋

44,017 個評分
4,785 條評論


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.


Jan 14, 2020

After completion of this course I know which values to look at if my ML model is not performing up to the task. It is a detailed but not too complicated course to understand the parameters used by ML.


4551 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 4575 個評論(共 4,724 個)

創建者 Sam M

Apr 28, 2018

Some errors in jupyter notebooks

創建者 ccbttn

Oct 08, 2017

last assignment need improvement

創建者 Julian F

Sep 30, 2017

A very practical hands-on study.

創建者 Massimiliano L C

Dec 19, 2019

Great course, incredibly useful

創建者 Pavao S

Feb 11, 2018

I would like to see more theory

創建者 Saad K

Sep 12, 2017

Could probably be more condense

創建者 Yu-Hsuan G

Oct 21, 2017

Thank you for your teaching :)

創建者 吴秀琛

Nov 20, 2019

Learn a lot. Pytorch needed.

創建者 Gianluca S

Aug 10, 2019

No course material available

創建者 Long Q

Mar 17, 2019

some video need more explain

創建者 Ramachandran R

Nov 29, 2017

Good and practical knowledge

創建者 Wei Z

Oct 16, 2017

It is 5 stars if more deeper

創建者 shuieryin

Jan 24, 2018

not very like tensorflow...

創建者 Wong C H

Mar 03, 2018

Useful but not very unique

創建者 Jonathan D

Feb 10, 2020

Challenging and rewarding

創建者 Clemens T

Sep 27, 2017

Learned lots of new stuff

創建者 Akshat A

Feb 20, 2019

Concepts and intuitions.

創建者 luca s

Nov 07, 2017

Some error in assessment

創建者 Mihir T

Nov 05, 2017






















創建者 Ashwin m

Jun 30, 2019

Very nice,good learning

創建者 Manuel F

Dec 27, 2018

Good job! Thanks a lot.

創建者 Georgios K

Feb 23, 2018

A great course as well.

創建者 suraj s

Jun 22, 2019

It was amazing course.

創建者 Anna K W

Aug 15, 2018

homeworks too simple!!

創建者 Wurihan

Mar 05, 2018