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Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization に戻る による Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization の受講者のレビューおよびフィードバック



This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning process being a black box, you will understand what drives performance, and be able to more systematically get good results. You will also learn TensorFlow. After 3 weeks, you will: - Understand industry best-practices for building deep learning applications. - Be able to effectively use the common neural network "tricks", including initialization, L2 and dropout regularization, Batch normalization, gradient checking, - Be able to implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence. - Understand new best-practices for the deep learning era of how to set up train/dev/test sets and analyze bias/variance - Be able to implement a neural network in TensorFlow. This is the second course of the Deep Learning Specialization....



Jan 14, 2020

After completion of this course I know which values to look at if my ML model is not performing up to the task. It is a detailed but not too complicated course to understand the parameters used by ML.


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.


Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization: 4401 - 4425 / 6,139 レビュー

by 紫色人的心

Apr 15, 2019


by Anad K

Apr 03, 2019

Great Course!

by Chong M T

Mar 08, 2019

Great course.

by Zhaiyu C

Dec 13, 2018

learnt a lot!

by Hyeongseok Y

Dec 06, 2018

Best lecture.

by Bruno F

Nov 16, 2018

Great course!

by Ziyang M

Nov 15, 2018

Very Helpful!

by WENNI l

Oct 29, 2018

Great course!

by 孙晓健

Sep 09, 2018

I learn a lot

by fengdeyiji

Sep 05, 2018

benifit a lot

by Nikolay

Aug 27, 2018

Great course!

by 任晓华

Aug 22, 2018


by Hafiz M W Q

Jul 23, 2018

owsome course

by Pavan S

Jul 18, 2018

Great course!

by Christopher Y

Jul 02, 2018

Very helpful!

by James H

Jun 02, 2018

Great course.

by Fabrice L

May 22, 2018

Great course!

by Bonson S M

May 14, 2018

Great course!

by futoshi k

Apr 30, 2018

Great course!

by Aruna J

Feb 15, 2018

Learned a lot

by Xiao

Feb 05, 2018

Great course!

by Oleksii N

Jan 28, 2018

Great course!

by Frank_Cai

Jan 18, 2018

thanks Andrew

by Ale D

Jan 14, 2018

Really useful

by Adam P

Jan 09, 2018

Great course.