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

58,152 ratings
6,696 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

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.

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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4276 - 4300 of 6,619 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By liubai01

Sep 6, 2017

Excellent exercises!


Aug 21, 2017

Fantastic as always!

By Zexi H

Aug 19, 2017

Awesome assignments!

By Bengt H

Apr 11, 2021

Finally Tensorflow!

By Athansios B - S

Mar 14, 2021

Really good course!

By Alperen B O

Dec 17, 2020

andrew ng thank you

By Cesar O

Oct 19, 2020

Very good as always

By Huy Đ N H

Oct 11, 2020

best teacher ever !

By Javokhir R

Sep 11, 2020

Amazing experience!

By Asmaa N

Aug 26, 2020

just amazing course

By Raghav G

Jul 13, 2020

A very good course.


Jun 25, 2020

Highly informative!

By Santiago C V

Jun 3, 2020

Simplemente Senial.

By Chinthaka r

May 26, 2020

Thank you Mr.Andrew

By Dhruv P

Mar 22, 2020

WOW, Vet insightful

By Wajeeh U H

Feb 25, 2020

I love NG's courses

By Ivy Y

Feb 20, 2020

As great as always!

By Chin H L

Feb 10, 2020

Andrew is the best.

By Dweep J

Feb 4, 2020

Very well taught!!!

By Devashish P

Nov 3, 2019

Amazing course.....

By Samart M

Aug 10, 2019

Excellent as always

By 邓云甫

May 22, 2019

It feels guuuuuuuud

By B L D

May 2, 2019

Enjoyed this course

By YuyuanLiu

Feb 4, 2019

Andrew is the best.