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

4.9
stars
63,477 ratings

About the Course

In the second course of the Deep Learning Specialization, you will open the deep learning black box to understand the processes that drive performance and generate good results systematically. By the end, you will learn the best practices to train and develop test sets and analyze bias/variance for building deep learning applications; be able to use standard neural network techniques such as initialization, L2 and dropout regularization, hyperparameter tuning, batch normalization, and gradient checking; implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence; and implement a neural network in TensorFlow. The Deep Learning Specialization is our foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. It provides a pathway for you to gain the knowledge and skills to apply machine learning to your work, level up your technical career, and take the definitive step in the world of AI....

Top reviews

AA

Oct 22, 2017

Assignment in week 2 could not tell the difference between 'a-=b' and 'a=a-b' and marked the former as incorrect even though they are the same and gave the same output. Other than that, a great course

MD

May 5, 2018

Would have liked to see the math and more complete explanations for all the things that Prof. Ng glosses over by saying "you don't really need to understand XYZ". Even if this material was optional.

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2726 - 2750 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Tiansheng X

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May 26, 2020

Good. The teacher is really good. I hope that he can teach more courses!

By Pierre S B N

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Apr 21, 2020

This course is so perfect that I don't have enough words to describe it!

By Ali M

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Jan 1, 2020

I loved this course it taught me so much I have been wondering for years

By PRATYUSH S

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Oct 10, 2019

very interesting course , deepens the concepts about deep neural network

By Prithviraj s

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Oct 5, 2019

A big Thank you to Sir Andrew Ng and his team for this wonderful course.

By Suyash W

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Aug 18, 2019

Best Course for understanding what exactly goes under the Neural Network

By Alexis C

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Jul 14, 2019

Perfect chapter on Hyperparameter and other optimization way for our NN.

By Cyril C

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Jul 9, 2019

Extremely useful, course, as all other courses in the series. Thank you!

By Chong Z

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Jun 14, 2019

good introduction for hyperparameter tuning, covers nearly every aspects

By Naci A

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Apr 21, 2019

Thank you Andrew Ng!!!! for giving me a big chance to learn these things

By eren a

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Feb 10, 2019

Must-have class if you are in deep learning area!!!

Thanks a lot, Andrew!

By 陈淼博

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Dec 18, 2018

NICE COURSE!It takes my a lot of time, but it indeed deserve our effort!

By Echedey L

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May 28, 2018

Awesome course to learn how to work with hyperparameters the proper way.

By Ryusuke M

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May 28, 2018

Basic concepts for tuning hyperparameters learned in practical examples.

By Dhinesh D

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Apr 3, 2018

Such a wonderful course, no one can the material simpler than Andrew Ng.

By wday

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Jan 11, 2018

the course gives me many knowledge of how to tune my deep neural network

By Shevchenko

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Dec 27, 2017

Very good course! Thanks for well prepared and good structured material.

By Jiaqi F

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Nov 4, 2017

The tips can help a lot to improve the performance of the NN algorithms.

By dawei h

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Oct 22, 2017

this course gave me better understanding of many concept in deepLearning

By Hamlet B

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Sep 19, 2017

Finally got to understand how to use TensorFlow. This is powerful stuff!

By Yaning Y

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Sep 15, 2017

Great!! Suggestion: Should left more for us to write in the assignments.

By Laurent J

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Aug 17, 2017

A dense course packed with useful techniques on how to fine tune your NN

By Assma A

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Jan 10, 2025

Thank you very much for the quality of the course. I got a lot from it!

By Cristian M V V

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Mar 5, 2021

Really advanced knowledge taught in a very simple and straight forward.

By Gulam H W ( W

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Feb 13, 2021

I have learn many thing in this course. Thank you vary much to the team