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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
40,184 個評分
4,276 個審閱

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

XG

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.

CV

Dec 24, 2017

Exceptional Course, the Hyper parameters explanations are excellent every tip and advice provided help me so much to build better models, I also really liked the introduction of Tensor Flow\n\nThanks.

篩選依據:

101 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 的 125 個評論(共 4,207 個)

創建者 Reshinth A

Dec 29, 2018

The best

創建者 Ventsislav Y

Dec 16, 2018

Awesome course. I really like the detailed explanations and the exercises. I'm looking for the next one.

創建者 Vimal M

Dec 16, 2018

Best course to understand the effect of different hyper parameters on model accuracy.

創建者 Utkarsh G

Dec 15, 2018

I would highly recommend to learn from the deeplearning.ai specialization courses if you are new to the field of deep learning.

創建者 Thibault R

Dec 15, 2018

Thanks you very much, this is really a great course!

創建者 Akash R

Dec 16, 2018

I understood the bits and pieces of how tuning particular hyperparameters will lead to a great improvement model being developed. Andrew NG was great to teach everything with examples and deep dive into the concepts. Thanks for the opportunity provided.

創建者 Arpit J

Dec 17, 2018

This course gives a thorough intuition about the hyperparameters and how to regularise them. Brilliant work by Andrew Ng sir.

創建者 Ankit S

Dec 16, 2018

Good

創建者 Carlos S

Dec 17, 2018

Ok.

創建者 Mohammed A B

Dec 15, 2018

awesome content !

創建者 YASH H J

Dec 16, 2018

Improved by knowledge drastically!

創建者 Eoghan T

Jan 01, 2019

Thanks, Prof. Ng!

創建者 Can K

Jan 01, 2019

This course is helping me a lot. I am an undergraduate researcher.

創建者 Tan T J

Jan 03, 2019

I found the content is very well organised and comprehensive. It truely is a good place to quickly build up the foundation as a Machine Learning Engineer.

創建者 Hafize g g

Jan 03, 2019

Excellent course to understand how NN works without extensively using any deep learning frameworks (except tensorflow at the end)

創建者 SACHIN S

Jan 02, 2019

Valuable content :)

創建者 HARENDRA S

Jan 03, 2019

Very good course.

創建者 Krishna P G

Jan 02, 2019

Provides good overview of hyperparameters and methods to tune them

創建者 Muhammad J K

Dec 18, 2018

Yet another amazing course

創建者 陈淼博

Dec 18, 2018

NICE COURSE!It takes my a lot of time, but it indeed deserve our effort!

創建者 Jonathan L

Dec 18, 2018

Recommended course for understanding the importance of hyperparameters in Neural Networks and understanding the structure of the optimizers used for training (gradient descent to ADAM)

創建者 Yuguang I

Dec 19, 2018

Andrew makes a mysterious subject so transparent. It is so calming to listen to his voice and understand the magic.

創建者 Deepinder D

Jan 04, 2019

Awesome course!

創建者 Ricardo A

Jan 04, 2019

Very practical tools to apply to training!

創建者 Duy-Hung N

Jan 04, 2019

Thank you Andrew Ng you are my idol.