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

4.9
stars
63,296 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

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.

AS

Apr 19, 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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2651 - 2675 of 7,270 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Sajal H

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Nov 14, 2021

Very Usefull Learning. I learn a lot of basic techniques from this course.

By Guy S

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Apr 28, 2021

Excellent course. Brings clarity to many advanced topics in Deep Learning.

By n a

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Mar 21, 2021

It was great course and it could be better with more labs. Thanks Coursea.

By Daniel T

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Aug 26, 2020

There is so much information that I would not be able to get anywhere else

By BRAYAN Z

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Aug 10, 2020

Tenia videos que no se podian reprodicir por mas que cambiara de navegador

By Biswajeet S

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Jul 29, 2020

It was a really insightful course, which explained the features very well.

By Peizheng L

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Apr 20, 2020

这门课程给我带来了很大的帮助，不像很多的DL课程从理论入手，比较枯燥晦涩，这门课讲解深入浅出，可以给初学者非常直观的感受，是一门很棒的DL入门课程。

By Aehsas M

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Apr 11, 2020

This was a great experience. Learned a lot. Thank you for this opportunity

By Surga K G

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Mar 24, 2020

Really good and clear explanation of concepts and thanks to Andrew NG sir

By Ankit S

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Jul 2, 2019

excellent course

gives best experience for the practical as well as theory

By Daniel C A

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May 20, 2019

Great course with a lot of hand-on exercises... Great TensorFlow module...

By ZengChun Y

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Mar 31, 2019

Thank you Andrew. This course does help me learn more about deep learning!

By Muhammad H B K

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Mar 30, 2019

Was an amazing course. There are few mistakes in final exercise of week 3.

By Toi D V

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Mar 15, 2019

It's very useful with great insight on how to improve Deep Neural Networks

By Sathish K G

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Mar 12, 2019

I like tensor flow assignment very much.

Overall the learning is very good.

By sai p j

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Mar 3, 2019

Great course on Deep Learning. Thank you very much Andrew NG and Coursera.

By Yash S

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Feb 7, 2019

i think the systematic method for hyperparameter tuning was the best part!

By Patrick M

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Jan 29, 2019

Thank you so much for this course. It's been really insightful and helpful

By Aravind D C

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Jan 28, 2019

Very good course to understand the nuts and bolts behind the deep learning

By Juilee D

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Jan 20, 2019

very elegant course, with nicely structured assignments and study material

By Mubashar N A

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Dec 23, 2018

improved my knowledge and thinking abilities about hyperparameters tunning

By Sanjif R

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Nov 9, 2018

Very helpful in understanding how to tune networks to improve performance.

By Yuzhe Q

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Aug 14, 2018

This course is valuable for my implementation of deep learning algorithm!

By Hang J

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Jul 29, 2018

The practice are super helpful to my understanding of the mathy materials.

By Andres S

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Mar 18, 2018

Great course. Had to wait until the end for the best part with Tensorflow.