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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

57,275 ratings
6,577 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

Oct 30, 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.

Apr 18, 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

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4176 - 4200 of 6,498 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Mihai S F

Jan 5, 2020

Very well explained.

By Varun S

Aug 21, 2019

Fantastic as always.

By 王嘉奕

Aug 5, 2019


By Jacques B

Jun 7, 2019

An excellente course

By Valentino C

May 15, 2019

Incredibly practical

By Gopikrishna E

Mar 15, 2019

Owe a lot to Dr. Ng!

By zhengli

Feb 6, 2019

thank you very much!

By Divya M

Nov 4, 2018

Thank you Andrew NG.

By Firas

Sep 20, 2018

Indrew is incredible

By 陆尹浩

Sep 4, 2018

good course! thanks.

By Francisco P

Aug 14, 2018

Amazing and helpful.

By jackxu

May 28, 2018

very good,meaningful

By Wanchiy

Apr 29, 2018

感谢老师的教程 让我对深度学习了解的更深

By Abdulmajeed M K

Apr 17, 2018

Amazing as expected!

By Kaustubh V J

Mar 4, 2018

Really great course.

By shin s

Jan 5, 2018

really great course!

By qixiang

Dec 11, 2017

Ng is a good teacher

By Tega E

Dec 7, 2017

Very well structured

By Chang H

Nov 24, 2017

Very helpful for me.

By Wanicca

Sep 30, 2017


By Brandon W

Sep 9, 2017

Amazing instruction.

By liubai01

Sep 6, 2017

Excellent exercises!


Aug 21, 2017

Fantastic as always!

By Zexi H

Aug 19, 2017

Awesome assignments!

By Alperen B O

Dec 17, 2020

andrew ng thank you