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

4.9
stars
63,068 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

NC

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Yet another excellent course by Professor Ng! Really helped me gain a detailed understanding of optimization techniques such as RMSprop and Adam, as well as the inner workings of batch normalization.

YL

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very useful course, especially the last tensorflow assignment. the only reason i gave 4 stars is due to the lack of practice on batchnorm, which i believe is one of the most usefule techniques lately.

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2501 - 2525 of 7,244 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Bryan T

Oct 23, 2017

Great Course. Especially Week 3 and the Introduction to Deep Learning Frameworks

By Bijan S

Aug 30, 2017

Andrew's courses are the best in the Coursera universe. Great job and thank you.

By Divya

Dec 1, 2022

like pace and workflow of this course and ofcourse Andrew sir's teaching skills

By Levin

Jul 13, 2022

Great course to understand how to make Deep Neural Network more fast and power.

By Amel D

Mar 13, 2021

Great way to get started with Deep learning and Tensorflow! Highly recommended!

By Владислав Р

Nov 3, 2020

Очень интересный и полезный курс как для начинающих так и опытных специалистов!

By Lalit P

Jun 14, 2020

Really great greattttt course. I learnt how to tunne algorithm deep learning...

By George J

Jun 2, 2020

Excellent course on Hyper parameter optimization and introduction to Tensorflow

By S A

Apr 13, 2020

Similar to the review to the first course it is the best course on the subject.

By Arnab N

Apr 7, 2020

A great course to learn the depths of deep learning. Really enjoyed the course.

By Piyush K B

Jan 27, 2020

Great teaching by Andrew Ng. Learnt a lot and I feel confident to implement it.

By wajih h

Jan 17, 2020

best course for the beginners in machine learning. would recommend very highly.

By elie a

Nov 4, 2019

A very interesting course that touches more and more at real life applications.

By Lalith

Jul 16, 2019

Best course for learning how to tune the hyperparameters in the neural networks

By Anuj D

Jun 26, 2019

Very important course for great practical tips on implementing neural networks.

By Raza F

Mar 31, 2019

Best Course for learning hyperparameter tuning, Regularization and Optimization

By S R

Dec 3, 2018

Very important course for understanding hyper parameter tuning and optimization

By Nguyen B T

Oct 23, 2018

Still mostly theory & coding practices are handheld but I really appreciate it.

By Salamat B

May 28, 2018

Very good and intuitive explanation of tuning nn and regularization. Thank you!

By Sujay K

Mar 19, 2018

I think more reading material available online for tensorflow would have helped

By Tomasz H

Jan 14, 2018

Excellent teaching makes the subject materials come to life and understandable.

By Sairaman K

Dec 21, 2017

Course was awesome and The tensorflow programming assignment was the best part.

By Sreekanth V

Dec 7, 2017

It explains all hyperparameter tuning in detail. Once again Thank you Andrew..

By Duc D

Oct 14, 2017

A good course with so many insights and techniques. Thanks Andrew and the team!

By Jitendra S

Sep 26, 2017

Good course. Detailed explanation of Hyperparameter tuning, Regularization meth