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Back to Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

Learner Reviews & Feedback for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization by DeepLearning.AI

4.9
stars
56,767 ratings
•
6,515 reviews

About the Course

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....

Top reviews

NA
Jan 13, 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.

AM
Oct 8, 2019

I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation

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4276 - 4300 of 6,437 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Yongjian F

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May 25, 2019

Very interesting.

By Manish K

•
May 25, 2019

very good content

By zhou

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Mar 31, 2019

非常详细，讲的特别好，还有实验课程

By James C

•
Feb 22, 2019

Very good course.

By JINWOO S

•
Feb 19, 2019

best course ever!

By AASHISH B

•
Feb 14, 2019

Awesome course :)

By HARENDRA S

•
Jan 3, 2019

Very good course.

By Eoghan T

•
Jan 1, 2019

Thanks, Prof. Ng!

By 朱荣鑫

•
Dec 22, 2018

As good as before

By Mohammed A B

•
Dec 15, 2018

awesome content !

By Motilal R S

•
Dec 3, 2018

Excellent Course!

By Stefan K

•
Nov 23, 2018

Very good course!

By 苏庆祝

•
Nov 22, 2018

very nice course.

By Bhaskar D

•
Nov 20, 2018

Excellent course!

By Jabberwoo

•
Nov 14, 2018

Love this course!

By Bogdan S

•
Nov 4, 2018

Excellent course!

By Zhidan W

•
Oct 17, 2018

Extremely helpful

By Jakub V

•
Sep 9, 2018

Depth and clarity

By Timur B

•
Sep 1, 2018

Excellent course!

By Vinay A

•
Aug 27, 2018

Fantastic Course.

By Deleted A

•
Aug 17, 2018

excellent courses

By Caique D S C

•
Jul 21, 2018

very good content

By Sicen D

•
Jun 5, 2018

Very Good Course!

By Jui-wen L

•
Jun 5, 2018

Very informative.

By Md J I

•
May 29, 2018

Excellent course.

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