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

4.9
stars
63,243 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

HD

Dec 5, 2019

I enjoyed it, it is really helpful, id like to have the oportunity to implement all these deeply in a real example.

the only thing i didn't have completely clear is the barch norm, it is so confuse

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7251 - 7261 of 7,261 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By S. H

•

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 anas e o

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Nov 12, 2024

i work hard but i don't get any certaficate

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