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

4.9

40,643 個評分

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4,326 個審閱

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....

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.

Oct 09, 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

篩選依據：

創建者 Bogdan G

•Mar 12, 2019

Great course on basic NN material, with useful implementation principles/tips.

創建者 Bhaskar G

•Mar 12, 2019

I loved this course. It was very in depth and helped me understand a lot of concepts.

創建者 wttc

•Mar 13, 2019

very useful easy-understand and impressiving courses

創建者 Alexey D

•Mar 04, 2019

Great structured course which helped me a lot with understanding of the main aspects of how Neural Networks do what they do, and how to make them predict better.

創建者 Vitalii S

•Mar 03, 2019

Easy, thanks for good suggestions and interesting information.

創建者 ENRIQUE A C A

•Mar 04, 2019

Excellent course

創建者 나종호

•Mar 04, 2019

thank you so much.

創建者 Yuan L

•Mar 04, 2019

very practical and well organised course

創建者 mprc_liu

•Mar 04, 2019

very very good

創建者 BEDOURET

•Mar 04, 2019

Super !

創建者 Pradeep I

•Mar 04, 2019

What learned during the course was building the self confidence in the subject area really lot.

創建者 Nilmadhab D

•Mar 14, 2019

Very addictive course. A lot of fun. Prof. Andrew Ng is just outstanding.

創建者 Erick A

•Mar 14, 2019

I strongly recommend this course who anyone is interested on understanding what is going on behind deep learning algorithms. The lectures are very instructive and impel one to learn more and more about this discipline.

創建者 Stephen G

•Mar 13, 2019

Really learned a lot . Speed was just right and covered a lot I mean a lot of information well done!

創建者 khushal m

•Mar 14, 2019

Helped me clear a lot of basic concepts

創建者 Ishaan Y

•Mar 06, 2019

very nice course i loved it :)

創建者 Hernan R

•Mar 06, 2019

Good!

創建者 ABHINAV S

•Mar 05, 2019

It is a great course. The concepts for hyperparameter optimization are explained in best and intuitive way. Also math is really made easy for better understanding.

創建者 GEORGE A

•Mar 05, 2019

Pretty solid class, learned a lot of basic concepts. The class won't go into a lot of mathematical details about the algorithms however, there is enough intuition provided in order to understand the inner workings of the algorithms and the logic behind them. The only con I have is that some of the programming exercises look outdated with the current versions of the notebook. For example, in my last exercise I couldn't make the NN with tensorflow to work properly but got 100/100 nevertheless.

創建者 Sachin P B

•Mar 05, 2019

Found it so helpful! Truly among the best!

創建者 Hyeon S J

•Mar 05, 2019

Very Nice!

創建者 Yehua Y

•Mar 05, 2019

perfect lessons, thanks

創建者 Ethan ( W

•Mar 05, 2019

Great intuition to understand how to improve deep learning

創建者 Jitin K

•Mar 06, 2019

Prof. Ng is a great instructor. The course is very well structured and broken down into easily digestible materials. Very useful for a ML/Deep Learning Student.

創建者 Prabesh G

•Mar 05, 2019

Simply the best