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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

42,111 個評分
4,495 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....



Dec 24, 2017

Exceptional Course, the Hyper parameters explanations are excellent every tip and advice provided help me so much to build better models, I also really liked the introduction of Tensor Flow\n\nThanks.


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.


4251 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 4275 個評論(共 4,429 個)

創建者 Yue X

Sep 15, 2017

Programming assignments are too simple.

創建者 Michael B

Dec 19, 2017

Could do with more tensorflow examples

創建者 Guy K

Sep 22, 2017

Well organized !! clear explanations !

創建者 jyning

Dec 03, 2017


創建者 Gerald B

Feb 14, 2018

Consistently challenging. I love it!

創建者 Nguyen B L

Nov 19, 2019

excellent & quite challenge course!

創建者 Sajal J

Oct 28, 2019

Very good course.highly recommended

創建者 SaidEi

Mar 15, 2018

It's a very helpful course.


創建者 Vitaliy

Feb 28, 2018

Was nice but something is missing.

創建者 David B

Oct 05, 2017


















d be improved

創建者 Lenny F

Sep 29, 2019

Would like to have more practice

創建者 John M

Apr 04, 2019

TensorFlow needs more explaining

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...