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

4.9
stars
63,510 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

RR

Jun 13, 2020

Could have increased assignments and some more indepth knowledge of tensorflow and proper installation way of tensorflow cause mine is showing error when iam trying to practice as shown in the video

DH

Apr 27, 2020

Everything, Everyparameter in neural networks looks familiar to me now. I feel like I can optimize them for better accuracy. Overall I learned some new things and the way of teaching was really nice.

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2701 - 2725 of 7,287 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Shashi N I

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Feb 24, 2020

Excellent course. Practical without much compromise on theoretical depth.

By Amir K

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Nov 26, 2019

excellent and useful Course , thank you from Andrew NG and your Coursera

By Christopher W

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Aug 30, 2019

Another great course for furthering what was covered in Specialisation 1!

By RUIFANG L

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May 16, 2019

I've learned lot of knowledge about Deep Neural network from this course.

By Deleted A

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Mar 14, 2019

Very addictive course. A lot of fun. Prof. Andrew Ng is just outstanding.

By Yingyu F

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Feb 9, 2019

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

By Paul F

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Jan 28, 2019

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

By Andrei K

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Dec 14, 2018

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

By Rabindranath A

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Nov 2, 2018

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

By AP S ( U

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Sep 13, 2018

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

By Michał K

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Aug 5, 2018

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

By Matthias W

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Jul 24, 2018

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

By Vijai K M

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May 11, 2018

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

By 林胜义

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Dec 30, 2017

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

By Michael B

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Dec 29, 2017

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

By Jaganmohan L

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Dec 5, 2017

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

By Galley D

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Dec 3, 2017

Outstanding again. Great complement of course 1 for practical application

By Andy L

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Oct 31, 2017

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

By Matteo T

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Oct 10, 2017

Great overview of the important hyperparameters function of deep learning

By Boutayeb H

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Sep 23, 2017

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

By Hardeep A

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Sep 7, 2017

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

By Charith J

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Jul 22, 2021

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

By Omer K G

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Feb 8, 2021

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

By Trishita M

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Jul 31, 2020

Excellent course material, programming assignments are very well guided!