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

4.9
stars
63,384 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 ne...
...

Top reviews

DD

Mar 29, 2020

I have done two courses under Andrew ng and I am grateful to Coursera for their highly optimised and easily learning course structure. It has greatly help me gain confidence in this field. Thank you.

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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1851 - 1875 of 7,273 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Daniel E

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Nov 1, 2017

Thank you for a well designed course with alle practical information you need to improve your NN Training!

By Elena P

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Aug 24, 2017

Wealth of tips and techniques from an experienced team with valuable insights to share. Excellent course.

By Joshua S J L

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May 7, 2023

Thank you Andrew Ng. The course is comprehensive and covers a wide range of spectrum of essential topics.

By Sumaya A

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Apr 8, 2021

Andrew is a very sophisticated professor, and I will not miss the chance to have another course with him.

By chandu G

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Dec 19, 2020

Thank you very much Prof Andrew. Thanks a lot to team coursera for giving me the key knowledge to future.

By Elma E T

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Jun 23, 2020

The course was well paced and well timed. The intuition behind different aspects were taught really well.

By Nikhil K

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Jun 17, 2020

Awesome! very good pacing out of material, engaging instruction and super interesting assignment as well!

By Anand S

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May 28, 2020

Good second course. still lot more to learn. want to finish up asap and start working on Kaggle projects.

By Atharva T

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Apr 13, 2020

Good Course. One should take in the future if one wants to know how to better tune neural network models.

By Kévin L

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Apr 2, 2020

Very interesting course with lots of advices to tune hyper parameters and optimize the learning process !

By Almas M

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Mar 4, 2020

this course gives broad knowledge about optimization of neural networks and also hyper parametric tuning.

By Zhejiayu M

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May 3, 2018

Good Introduction to the most important part of the deep learnig - optimizations. Learnt a lot from this.

By Wanheng Z

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Apr 2, 2018

Awesome class!Just learned a lot useful optimizing methods which are taught really vividly and throughly.

By Vivek K

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Mar 8, 2018

Such an awesome course. Andrew Ng is the teacher everyone wishes to have during school and college days..

By robin c

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Nov 28, 2017

Exceptionnel content ! Andrew is clear as always and we get a very good intuition of how everything works

By Brian H

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Oct 17, 2017

a great course to progress from building neural networks from scratch to trying deep learning frameworks.

By Ronnie K

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Oct 16, 2017

Very good. A few typos and mistakes in the instructions on the final programming assignment (TensorFlow).

By Raymond D

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Oct 14, 2017

Really well structured course. Learned a lot about Searching HyperParameters and optimization procedures.

By Sabana G

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Mar 30, 2021

complete and sufficient subjects and amazing explaining, also great lab which improves one step forward.

By Karl G

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Feb 17, 2021

I wish we would go straight into Tensorflow 2 instead of learning Tensorflow 1 which is kind of useless.

By Doug N

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Jan 11, 2021

Fantastic code snippets and explanations, steadily building upon understanding as the course progresses.

By Md. M H

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Oct 10, 2020

It's a great experience. I had huge lacking based on neural network. Sir described everything so nicely.

By Bedirhan Ç

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Jul 15, 2020

It s a good introduction to the tensorflow and gives detailed information about the optimization methods

By Farhan A R

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Jun 20, 2020

The course is good.

The first week was very long. Could you split it in two and add some more exercises?

By LAAVANYA M

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Jun 4, 2020

Wonderful course for interested learners in DNN. It is very useful for my research enhancement.

Thank you