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

4.9
stars
63,296 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

XG

Oct 31, 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.

AS

Apr 19, 2020

Very good course to give you deep insight about how to enhance your algorithm and neural network and improve its accuracy. Also teaches you Tensorflow. Highly recommend especially after the 1st course

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2701 - 2725 of 7,270 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Yingyu F

Feb 9, 2019

Tensorflow I will to use @ instead of tf.matmul but failed in grading....

By Paul F

Jan 27, 2019

Great learning experience. I'm going to keep going. I want to learn more.

By Andrei K

Dec 13, 2018

Very good. I've improved my knowledge in understanding and tuning! Thanks

By Rabindranath A

Nov 1, 2018

Extremely useful summary of techniques. Well structured and to the point.

By AP S ( U

Sep 12, 2018

Amazing experience,Andrew really is a great teacher!. Highly recommended.

By Michał K

Aug 5, 2018

Great course, It really helped me understand how to regularize my project

By Matthias W

Jul 23, 2018

Great course that teaches you techniques for optimizing deep neural nets!

By Vijai K M

May 10, 2018

very informative course,tuning of parameters taught in good point of view

By 林胜义

Dec 29, 2017

a great course to learn practical skill of building a deep neural network

By Michael B

Dec 29, 2017

Excellent course on the more technical issues of tuning a Neural Network.

By Jaganmohan L

Dec 5, 2017

Awesome course covering key aspects of deep learning. Thank you AndrewNG.

By Galley D

Dec 2, 2017

Outstanding again. Great complement of course 1 for practical application

By Andy L

Oct 31, 2017

A great course to learn how to tune the hyperparameters of nerual network

By Matteo T

Oct 10, 2017

Great overview of the important hyperparameters function of deep learning

By Boutayeb H

Sep 23, 2017

Thank you Pr. Andrew and the whole team. That was a beautiful experience.

By Hardeep A

Sep 7, 2017

Excellent course with really good explanation of basics of deep learning.

By Sowrabh M A

Sep 10, 2021

great theoritical understanding for hyperparameter tuning can be gained

By Charith J

Jul 22, 2021

Very interesting course. Learned so many new things about deep learning.

By Omer K G

Feb 7, 2021

It was a really smooth experience. I enjoyed learning with these videos.

By Trishita M

Jul 31, 2020

Excellent course material, programming assignments are very well guided!

By Сычев Д А

Jun 23, 2020

Really useful introduction to frameworks hyperparameters and other stuff

By sauresh b

Jun 21, 2020

Excellent course for software engineers to gain Deep Learning knowledge.

By Tiansheng X

May 26, 2020

Good. The teacher is really good. I hope that he can teach more courses!

By Pierre S B N

Apr 21, 2020

This course is so perfect that I don't have enough words to describe it!

By Ali M

Jan 1, 2020

I loved this course it taught me so much I have been wondering for years