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返回到 Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

學生對 deeplearning.ai 提供的 Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的評價和反饋

4.9
54,205 個評分
6,185 條評論

課程概述

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....

熱門審閱

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

NA

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.

篩選依據:

5676 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 5700 個評論(共 6,114 個)

創建者 Aris P

Nov 24, 2017

Useful material and good teacher but the grading system has some serious issues

創建者 Marco v d L

Nov 04, 2017

Video's: 5 star

Practice: 3 star (it will test your copy and past skills mostly)

創建者 Biral K P

Aug 17, 2020

A great course overall. Implementation in TensorFlow 2.0 would have been nice.

創建者 Andrew L P

Oct 29, 2019

Wonderful course, would have liked another assignment working with TensorFlow.

創建者 bayu a n

May 04, 2019

Need more in-depth about parameter tuning, but it's a very good course overall

創建者 Mohit K

Jun 22, 2018

Thanks for such amazing course. Add little bit more on Tensorflow fundamentals

創建者 LOS

Dec 11, 2017

Great course, still some issues in quizzes and autograder, and lack of support

創建者 Vladislav Z

Oct 08, 2017

Course it good, but IMHO to simple.

BTW I do not have real experience with NN.

創建者 Haim K

May 30, 2020

It would be beneficial to give more details on how tensorflow optimizers work

創建者 Ankur D W

May 09, 2020

This is an important course to go through for improving deep neural networks.

創建者 Luis d l O

Jan 15, 2020

Very nice one. Focus on practical aspects that are quite necessary to use NNs

創建者 Hossein M

Sep 09, 2019

too complicated, many lessens in couple of short videos.

poor video transcript

創建者 Arturo V

May 29, 2019

Se podría mejorar mucho la redacción del libro del ejercicio de programación.

創建者 Alexander

Nov 21, 2018

more python / tensorflow, as well as data exploration and cleaning is welcome

創建者 Damien C

Sep 08, 2017

Excellent on the basis. could cite frameworks like hyperopt, hyperas, etc...

創建者 Luigi C

Aug 29, 2017

There are still some minor typos to correct, but it's a great course anyway!

創建者 IDRIS S

Jul 04, 2020

activity at the end used tensorflow 1, support for tf2 would be appreciated

創建者 samuel E

May 27, 2020

Programming assignments can be made more rigorous with more hands-on coding

創建者 Tukaram P

May 27, 2020

everything is good, jypyter notebooks are slow gets confused in assignments

創建者 Pranaydeep C

Apr 21, 2020

I really liked it because it made me specially under stable with Tensorflow

創建者 Fredrik C

Jul 18, 2019

Great, but could be better. Fix the typos. Add summarized video notes. Etc.

創建者 Shivaraj N

Aug 28, 2020

Pls update to Tensorflow 2.0. Its a bit discouraging to learn and unlearn.

創建者 Saurabh D

Sep 12, 2019

Insights about how machine learning works in real life is quite ingeniuos.

創建者 moonseok s

May 28, 2018

very good lecure.

somewhat difficult to me. I will repeat again and again.

創建者 John F

Jan 26, 2018

Very informative but got some issues with the last programming assignment.