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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
54,179 個評分
6,183 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

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.

NA

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.

篩選依據:

4251 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 4275 個評論(共 6,111 個)

創建者 ChengFangming

Jun 24, 2018

正常时间刷完,调参侠又进一步了

創建者 Kuei P H

Jun 22, 2018

太多技法,感謝Andrew老師

創建者 Swastik M

Jun 18, 2018

Awesome content

創建者 Alessandro M

Jun 15, 2018

Simply amazing!

創建者 Michael M

Jun 15, 2018

Awesome course.

創建者 Azamat K

May 30, 2018

It was perfect.

創建者 Zheng T

May 24, 2018

有时课件中有些小错误,也能理解

創建者 Shalini H

May 17, 2018

Awesome course

創建者 Mohamed D

Apr 24, 2018

Merci Beaucoup!

創建者 biqiang

Apr 24, 2018

宝贵的超参数调试经验,谢谢分享

創建者 Marco D V

Mar 31, 2018

Amazing course!

創建者 Francisco J A

Mar 25, 2018

Simply awesome!

創建者 Aravinda G

Mar 13, 2018

Amazing Course!

創建者 Roman I

Feb 06, 2018

Awesome course.

創建者 Thiago B

Jan 28, 2018

Perfect course!

創建者 Aniket P

Dec 25, 2017

Great course!!!

創建者 Jürgen R

Dec 22, 2017

Awesome course!

創建者 Andrey

Dec 12, 2017

Awesome course!

創建者 Jeff X

Dec 07, 2017

终于学懂了!多谢Andrew!

創建者 Ruoying X

Nov 19, 2017

Very intuitive!

創建者 lixiang

Nov 17, 2017

very wonderful!

創建者 SWARUP K G

Nov 16, 2017

A great course.

創建者 Christina Y

Nov 15, 2017

Awesome course!

創建者 Juan

Nov 13, 2017

Excelente curso

創建者 Stoyan A

Nov 01, 2017

Great material.