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

4.9
stars
63,152 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

JS

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.

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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7226 - 7249 of 7,249 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Harshit G

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Feb 7, 2020

the instructor must give some more detailed explanation of the optimization techniques and hyperparameter tuning

By Deleted A

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Sep 30, 2017

From my point of view this course deserves a bit more time. Too much material rushed through in too little time.

By Antoine J

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Apr 11, 2020

Was way harder than the Course1 and Course2. Should be simplifier on topic la batch norm, expo. weighted avg..

By Nathen N

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Sep 13, 2020

The notebooks of this class are terrible. They should receive more attention so you actually learn something.

By Sanford F

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Jan 24, 2019

There are many errors in the course materials and no one seems willing to fix them.

By Jay L

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Mar 26, 2021

When I submit the assignment, the output is the same, but there is no point for it

By Daniel T

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Sep 21, 2017

The programming assignment for week 3 was full of bugs

By Shankar N

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Feb 17, 2019

Could have been a 4 week course

By ENDER D I

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Aug 22, 2021

last pa needs revision

By Rahul K

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Apr 4, 2020

very basic course

By Alex M

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Jun 12, 2020

ala0z

By Ahmed N

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Aug 21, 2023

good

By zl 大

•

Apr 14, 2022

here is a bug in Week1's programming assignment,Gradient Checking ("Exercise 3 - gradient_check" and "Exercise 4 - gradient_check_n")

the problem is that I search everywhere in forum provided by the course and still cant find a solution，none of course's administrator or man in charge provided a solution,instead of they told you over and over again"make your question on Deeplearning.AI",which is their community forum

I just ask for a solution ok so i can fix this assignment and pass

"

By Anders B

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May 23, 2021

The course was updated half way through, we were automatically rolled on to the updated version and progress already made on the course was reset from under our feet. We had to retake previously completed and passed content, wasting much time. It also did not help that the website reported the course content we had to retake as complete in some areas of the site and not others.

By S. H

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Aug 19, 2024

Coursera refuses to issue the specialisation certificate even though I spent over 300 euros and completed all courses. If I was told this beforehand, I would not spend anything on the course. The customer support team has not been helpful.

By Rohan K

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Feb 26, 2020

i am doing course in feb and i have been assigned sessions in april. Cant view even assignments or programming assignments before April. Totaly rubbish

By Sean L

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Sep 9, 2019

Love the content but unable to reset course when deadlines pass is VERY ANNOYING.

By Shiv n V

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Jun 29, 2020

I have a problem in my assignment's submission.Please do rectify the error soon.

By Kunal R

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Jun 1, 2021

Not able to submit assignments, not able to unenroll, quite disappointing.

By Ranieri A

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Nov 14, 2017

The autograder ran into massive technical issues. Needs to be fixed ASAP.

By Aniket D B

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Sep 27, 2020

Please change the week 3 programming assignment grader. It doesn't work.

By Felix F

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Dec 19, 2017

giving low grade for ongoing delays of course 5

By G V V K I

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Jun 8, 2021

Not understandable

By Daniel A M R

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Oct 2, 2024

non fatelo