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

58,023 ratings
6,679 reviews

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

Apr 4, 2021

Fantastic course and although it guides you through the course (and may feel less challenging to some) it provides all the building blocks for you to latter apply them to your own interesting project.

Dec 23, 2017

Exceptional Course, the Hyper parameters explanations are excellent every tip and advice provided help me so much to build better models, I also really liked the introduction of Tensor Flow\n\nThanks.

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4451 - 4475 of 6,601 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Mohammad N H

Jun 23, 2020

Excellent Course

By Ravi K C

Jun 17, 2020

Excellent course

By Alejandro B E

Jun 13, 2020

Excelent content

By Gadiraju S V

Jun 5, 2020

best course ever

By Peter

Jun 1, 2020

very good course

By Francis J

May 29, 2020

keep on learning

By Raj P

May 27, 2020

Very good course


May 15, 2020

excellent course

By Mubashar I

May 7, 2020

great experience

By Fernando J O O

May 6, 2020

Excellent course

By Ankur

May 2, 2020

Great Andrew Ng!


May 2, 2020

Great experience

By Abhishek B

Apr 29, 2020

very informative

By Jim

Apr 8, 2020

It was very good

By Mukul s

Apr 6, 2020


By Uday N

Mar 31, 2020

Excellent Course

By Ahmad S

Mar 29, 2020

Great Course (y)

By Santosh M

Mar 29, 2020

Excellent course

By Bishnoi M B

Feb 29, 2020

very informative

By Deep G

Feb 13, 2020

Amazing content!

By Shilong L

Jan 5, 2020

best course ever

By Ankur S

Dec 30, 2019

Wonderful Course

By keerthi k

Dec 15, 2019

excellent course

By Jing-Lun H

Dec 14, 2019

Thank you a lot!


Nov 24, 2019

Excellent Course