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

4.9
stars
63,295 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

AM

Oct 8, 2019

I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation

XG

Oct 30, 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.

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3201 - 3225 of 7,270 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Alexis C O

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May 1, 2020

Such a great course, please, update to tensorflow 2 asap!

By Kailash C

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Apr 8, 2020

Very well designed course and easy to grasp for learners.

By Rajesh R

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Mar 21, 2020

Great courser to study and practise. Highly recommend it.

By Abhishek

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Feb 15, 2020

Amazing course, helped me with introduction to Tensorflow

By Hideyuki K

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Jan 24, 2020

Very nice course since it contains "real-world" examples.

By YIRAN W

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Nov 25, 2019

Love the last practical, great introduction to TensorFlow

By Mr.Doctor

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Oct 6, 2019

Very practicle strategies to optimize learning algorithm!

By Sahil W

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Jul 28, 2019

Andrew sir is one of best teacher I have seen in my life.

By mrinmoy b

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Jul 10, 2019

Again mesmerized by Dr. NG's Teaching. Best teacher ever.

By Sergio M C Z

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Jul 7, 2019

Very good course, very conceptual and well guide learning

By Stuart Z

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May 25, 2019

The final project has problems associating with itself...

By Lin Z

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May 23, 2019

Best course ever I took. Thank you, Andrew and your team.

By Ali R O

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May 22, 2019

Thank you so much I learned so many thing in this course.

By Pratik K

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Feb 5, 2019

This course is a must for every deep learning enthusiast!

By NAGARAJ R

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Jan 23, 2019

Fantastic course. Took all fear away from Deep Learning.

By Darisetty S

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Nov 20, 2018

Dhanyavadamulu! Much needed course to every AI Developer.

By Harry S

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Nov 11, 2018

very helpful, clear and concise. Everything to the point.

By Ong S L

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Oct 14, 2018

Better if we start off the entire course with tensorflow.

By Manjunath M

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Jun 24, 2018

Great Course, feels great to learn FrontLine technologies

By Cayol O

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Jun 8, 2018

Usefull trining course for a better understanding of DNN.

By Alexandre L

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Apr 28, 2018

great course, keen on learning more with the next module!

By brook a

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Apr 5, 2018

just astonishingly brilliant course by andrew ng and crew

By 陈沁然

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Mar 10, 2018

lesson is quite good, but sometimes the voice is too low.

By Pavel K

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Mar 3, 2018

As useful as the previous "Course 1". Strongly recommend!

By Abdallah M

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Jan 4, 2018

Amazing course and an amazing instructor. I learned a lot