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

4.9
stars
63,245 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

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

XG

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.

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4976 - 5000 of 7,261 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By lee y h

•

Sep 7, 2017

Awesome lecture!

By Bob K

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Sep 5, 2017

Excellent course

By 臧博

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Sep 5, 2017

It is very good!

By Rui W

•

Aug 23, 2017

still very good!

By naruto

•

Aug 20, 2017

very good，thanks

By Gustavo M

•

Aug 19, 2017

Excellent Course

By Oleksiy K

•

Jun 1, 2023

Amazing course!

By Trung P N

•

Jan 10, 2022

It is excellent

By elad i

•

Feb 18, 2021

great!!!!!!!!!!

By 项宇承

•

Feb 2, 2021

greatest course

By Mamanchuk N

•

Jan 29, 2021

Very dangerous!

By SHIVAM K

•

Jan 11, 2021

Must do course!

By JAEHOON L

•

Nov 9, 2020

It was perfect!

By PUNNA D S K

•

Oct 24, 2020

Great Course!!!

By Sai K

•

Sep 6, 2020

Best Course!!!!

By Diego A Z A

•

Aug 7, 2020

Excelente curso

By Abdelrahman D

•

Aug 1, 2020

Amazing course!

By Vipinkumar G

•

Jun 26, 2020

Awesome Course!

By Naman K

•

May 29, 2020

Very Insightful

By Aunkit C

•

Apr 29, 2020

Amazing course.

By Keisuke S

•

Apr 21, 2020

Great Material!

By Sai K V

•

Mar 16, 2020

Awesome Course!

By Barinjato R

•

Feb 25, 2020

just excellent!

By Zhiping L

•

Feb 19, 2020

so excellent！！！

By Bruno A K

•

Jan 12, 2020

Awesome course!