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

4.9
stars
63,068 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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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.

YL

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very useful course, especially the last tensorflow assignment. the only reason i gave 4 stars is due to the lack of practice on batchnorm, which i believe is one of the most usefule techniques lately.

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4951 - 4975 of 7,244 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Sarmistha D

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Nov 15, 2017

Excellent course

By Adar B A

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Nov 9, 2017

wonderful course

By Dilraj S

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Oct 20, 2017

Very good course

By Harshit R

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Oct 17, 2017

Excellent course

By lijianfighting

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Oct 16, 2017

课程简单易懂，循序渐进，非常棒！

By Carlos G

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Oct 9, 2017

excellent course

By Zekai C

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Oct 8, 2017

very impressive!

By Miquel M

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Oct 4, 2017

Excellent course

By Maheedhara S A

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Oct 3, 2017

Very good course

By Brian D

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Sep 30, 2017

Excellent course

By NEERAJ V

•

Sep 24, 2017

very interesting

By John W

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Sep 18, 2017

Excellent class.

By 钱智盈

•

Sep 18, 2017

very good course

By Yi Z

•

Sep 13, 2017

It's just great!

By Zhonghua Q

•

Sep 11, 2017

讲解的很详细，吴恩达是个好老师。

By lee y h

•

Sep 7, 2017

Awesome lecture!

By Bob K

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Sep 5, 2017

Excellent course

By 臧博

•

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