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

4.9
stars
62,958 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

NC

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Just as great as the previous course. I feel like I have a much better chance at figuring out what to do to improve the performance of a neural network and TensorFlow makes much more sense to me now.

NC

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Yet another excellent course by Professor Ng! Really helped me gain a detailed understanding of optimization techniques such as RMSprop and Adam, as well as the inner workings of batch normalization.

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6951 - 6975 of 7,225 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By ashwin m

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Jun 30, 2019

Very nice,good learning

By Manuel F M R

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Dec 27, 2018

Good job! Thanks a lot.

By Georgios K

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Feb 23, 2018

A great course as well.

By ASTRID J V M

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May 5, 2022

a Little hard concepts

By Mayuresh p

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Jun 22, 2020

Course is really good.

By Aman B

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May 28, 2020

Simply Great course!!!

By suraj s

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Jun 22, 2019

It was amazing course.

By Anna K W

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Aug 15, 2018

homeworks too simple!!

By Wurihan

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Mar 5, 2018

有点难懂，不过通过编程练习依然学到很多东西。

By 김진수

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Feb 18, 2019

This course was good.

By Ruiming D

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Jun 17, 2018

some kind of abstract

By 侯凌

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Dec 1, 2017

Need slides and notes

By 石诚

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Nov 21, 2017

week 3 has some typos

By Amardip G

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Apr 22, 2019

Useful for Debugging

By Cosmin D

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Oct 10, 2018

Good course overall!

By Onkar P

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Dec 29, 2017

Another Great Course

By Eamonn G

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Sep 3, 2019

Overall good class.

By Gerrit V

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Aug 19, 2019

Sometimes quit slow

By Chin-Wei W

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Aug 5, 2023

Can be more clear.

By Shukrullo N

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Apr 12, 2021

Time well-spent ))

By Vaibhav v s

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May 15, 2020

Awesome content...

By 배병선

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Mar 25, 2020

Good for beginners

By akshay v

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Jun 28, 2019

a little difficult

By shudhatma

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Jun 17, 2018

A very good course

By CHANGHYUN A

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Apr 1, 2021

excellent lecture