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

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

4.9
54,564 個評分
6,232 條評論

課程概述

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....

熱門審閱

CV

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.

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.

篩選依據:

5851 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 5875 個評論(共 6,159 個)

創建者 Fangshi L

May 19, 2019

Good course, although some bugs in homework grading

創建者 Sumeet R

Feb 10, 2019

very good course - gets to practical aspects of ML!

創建者 Juan O

Dec 03, 2017

Having slides like in other courses will be helpful

創建者 SENCHANDRA

Dec 24, 2019

There should have been more exercise on tensorflow

創建者 Gopal M

Sep 14, 2019

TensorFlow is a bit nebulous.I need more practice.

創建者 Jean-Marc S

Dec 27, 2018

The syntax and logic of tensorflow is a bit blurry

創建者 Daniel F P R

Dec 17, 2018

Was great! Would have loved to see more tensorflow

創建者 김연희

Dec 11, 2018

좋은 강좌입니다. 단 한글 번역 부분에 오류가 많습니다. 이후에는 수정되었으면 좋겠습니다.

創建者 Shaun M

Jul 08, 2018

Good follow-on from course 1 of the specialization

創建者 Mohammad M R

Jan 03, 2018

Sorry for the last review - the quiz can be saved.

創建者 Gopala V

Oct 24, 2017

Definitely improved my understanding on the tuning

創建者 Erhan B

Oct 21, 2017

Assignments are mostly copy past from instructions

創建者 Agnes

Oct 13, 2017

it is very useful for the processing of modelling.

創建者 ZHE C

Aug 18, 2017

include key idea on the tuning of hyperparameters

創建者 pranav b

Jan 28, 2020

Best Course For Learning Hyper parameters Tuning

創建者 윤동준

Mar 07, 2019

REALLY USEFUL.

BUT IT IS BIT HARD FOR BEGINNERS.

創建者 JEROME D

Sep 16, 2020

More than 10 videos is too much for just 1 quiz

創建者 Nima F

Jun 19, 2020

amazing course with an amazing teaching method.

創建者 santosh

Mar 22, 2020

Excellent course. Bit tougher than first course

創建者 Kousik R

Jun 12, 2019

There are so many grader problems please fix it

創建者 Abhijith A

Oct 02, 2018

Good course, could have done more on tensorflow

創建者 abiran r

Jul 12, 2020

i learn a lot of things related to tensorflow

創建者 Michael R

Nov 02, 2019

Tensor flow should be explained in more detail

創建者 Kullawat C

Oct 02, 2018

Very great course on how to tune NN in details