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返回到 Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

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

54,290 個評分
6,195 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....



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.


Apr 19, 2020

Very good course to give you deep insight about how to enhance your algorithm and neural network and improve its accuracy. Also teaches you Tensorflow. Highly recommend especially after the 1st course


5876 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 5900 個評論(共 6,129 個)

創建者 Krupal b

May 25, 2020

Some model are not understood deeply

創建者 Gerald B

Feb 14, 2018

Consistently challenging. I love it!

創建者 Hans N

Apr 04, 2020

suggest to update to tensorflow 2.0

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 Shiva K

Aug 23, 2020

nice one, but video quality is low

創建者 SAID B

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 Vincent L

Jul 16, 2020

Interesting and tough to finish.

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 Abraham M I

Jul 27, 2020

need more intro to tensorflow

創建者 Sebastian J

Jun 20, 2020

Labs should be more difficult


Sep 04, 2020

nice ......but too diffucult

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