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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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2601 - 2625 of 7,244 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By SINHYUK Y

Sep 25, 2019

Thank you for the best lecture.

I learned a lot about hyperparameter tuning.

By 李汶峰

Apr 29, 2019

The course is useful, but there is some confusing mistake in some notebooks.

By Mohamed S R I

Apr 28, 2019

I enjoyed my learning experience throughout this course! Highly recommended.

By Alberto M C

Feb 8, 2019

Daunting material to go through, but massively important and well explained!

By Ashutosh K

Aug 17, 2018

One of the best courses on the internet for tuning your deep neural network.

By Miao J

Aug 3, 2018

Very good course. Make it easier to understand optimization of deep learning

By Amarendranath S

May 17, 2018

Its really very helpful. Thank you Andrew Sir and his team. You are awesome.

By Sayed H

May 8, 2018

Very nice class. I am getting lots of good ideas on optimization in general.

By Svetoslav V

Feb 26, 2018

In-depth and easy to understand material on a very complex topic. Well done!

By WAI F C

Dec 9, 2017

It is invaluable to learn the Adam Optimazation Algorithm and how to use it.

By Begoña

Nov 27, 2017

Great course! A very difficult subject, beautifully explained. Bravo Andrew!

By Miguel M

Nov 15, 2017

Great course, it covers the details of building neural networks really well.

By Nitin P

Oct 9, 2017

Amazing intuitions for complex theories. Thank you Professor and Coursera :)

By Imaculate M

Aug 26, 2017

I gained an intuitive understanding of the different optimization techniques

By Runmin

Aug 23, 2017

Very good course. A little bit more practice with TensorFlow will be better.

By Chandan K

Sep 5, 2023

Andrew Is the best teacher for ML/DL space, Learning becomes so much easier

By Lucas F M

Oct 17, 2021

Dr. Andrew Ng is a great teacher. Loving this journey through Deep Learning

By Sebastian I U G

Jan 25, 2021

Excelente curso, muy claro y completo todo, motiva para seguir aprendiendo.

By Alessio G

Dec 1, 2020

Well done. More practical and hands on than the previous one, amazing work!

By Aditya K

Aug 4, 2020

This course is an absolute must for every aspiring AI engineers out there !

By Neeladri P

Jul 31, 2020

Very well explained, touched all concepts in depth and explained with time.

By Mustafa U

May 20, 2020

The course content was definitely great and the professor is also the best.

By DANG M K

Apr 13, 2020

This course gives me a lot of knowledge about improving Deep Neural Network

By Erik H

Feb 16, 2020

Learnt a lot re: tuning of hyperparams, optimization algos, and tensorflow.

By Gustavo E Z

Jan 22, 2020

Again... it was a great course. I`m exited to go on leaning congratulation.