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

4.9
stars
63,325 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

DD

Mar 28, 2020

I have done two courses under Andrew ng and I am grateful to Coursera for their highly optimised and easily learning course structure. It has greatly help me gain confidence in this field. Thank you.

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4951 - 4975 of 7,271 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Ashwini k p

•

Apr 27, 2018

Excellent course

By Waqas E

•

Apr 9, 2018

Excellent Course

By zhenyue z

•

Apr 6, 2018

keep on learning

By Sougata B

•

Mar 31, 2018

Excellent course

By 张雅茹

•

Mar 15, 2018

useful，thank you

By Lee R

•

Mar 6, 2018

Excellent course

By Jitendra M

•

Mar 4, 2018

Amazing course!!

By tinyalpha

•

Mar 2, 2018

very impressive!

By Samuel P P J

•

Feb 27, 2018

Very Good Course

By Kingshuk D

•

Feb 14, 2018

Excellent course

By Alex A

•

Feb 8, 2018

Best course ever

By Qiuyuan H

•

Jan 5, 2018

highly recommend

By 蔡畅之

•

Dec 20, 2017

Very good course

By Raj S

•

Nov 21, 2017

awesome, perfect

By Steffen N

•

Nov 18, 2017

fantastic course

By Sarmistha D

•

Nov 15, 2017

Excellent course

By Adar B A

•

Nov 9, 2017

wonderful course

By Dilraj S

•

Oct 20, 2017

Very good course

By Harshit R

•

Oct 17, 2017

Excellent course

By lijianfighting

•

Oct 16, 2017

课程简单易懂，循序渐进，非常棒！

By Carlos G

•

Oct 9, 2017

excellent course

By Zekai C

•

Oct 8, 2017

very impressive!

By Miquel M

•

Oct 4, 2017

Excellent course

By Maheedhara S A

•

Oct 3, 2017

Very good course

By Brian D

•

Sep 30, 2017

Excellent course