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Back to Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

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

4.9
stars
63,482 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

AA

Oct 23, 2017

Assignment in week 2 could not tell the difference between 'a-=b' and 'a=a-b' and marked the former as incorrect even though they are the same and gave the same output. Other than that, a great course

HK

Aug 8, 2021

As a beginner who learn machine learning for 2 months, this course guide me to the basic concepts of hyperparameter tuning! I think I can come back to here while I practice machine learning projects!

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7276 - 7283 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

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 15, 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 20, 2017

giving low grade for ongoing delays of course 5

By anas e o

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Nov 13, 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 3, 2024

non fatelo