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学生对 DeepLearning.AI 提供的 Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的评价和反馈

4.9
63,493 个评分

课程概述

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....

热门审阅

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

AA

Oct 22, 2017

Assignment in week 2 could not tell the difference between 'a-=b' and 'a=a-b' and marked the former as incorrect even though they are the same and gave the same output. Other than that, a great course

筛选依据:

2501 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2525 个评论(共 7,283 个)

创建者 Francisco V

Jul 18, 2019

Excellent material. Clearly a lot of effort has been put on making this courses.

创建者 KEMAL S

Mar 27, 2019

These courses gives a new aspect of life. I gained lots of valuable information.

创建者 Abdullah A

Jan 7, 2019

Very thorough explanation about the hyperparameters and optimization techniques.

创建者 罗炜儒

Nov 25, 2018

相比系列课程的第一课,该课程内容更加深入,对于深度学习模型构建过程的参数问题及优化方法给出了详尽具体的分析和探讨,能很好的让学生理解深度学习背后的意义,满分推荐

创建者 朱欣宇

Sep 7, 2018

Andrew Ng always makes difficult concepts easy to understand! Thank you so much!

创建者 Mario F R

Aug 23, 2018

Easy way to understand the optimization algorithms and the TensorFlow framework.

创建者 Parallel

Apr 5, 2018

A helpful course about how to fine tune the hyperparameters of neural networks !

创建者 Matteo B

Mar 26, 2018

Andrew Ng is really an excellent teacher, perfect pace and great course overall!

创建者 Ruby S

Dec 26, 2017

Thank you for clarifying the most relevant techniques for improving the methods.

创建者 Bryan T

Oct 23, 2017

Great Course. Especially Week 3 and the Introduction to Deep Learning Frameworks

创建者 Bijan S

Aug 30, 2017

Andrew's courses are the best in the Coursera universe. Great job and thank you.

创建者 Divya

Dec 1, 2022

like pace and workflow of this course and ofcourse Andrew sir's teaching skills

创建者 Levin

Jul 13, 2022

Great course to understand how to make Deep Neural Network more fast and power.

创建者 Amel D

Mar 13, 2021

Great way to get started with Deep learning and Tensorflow! Highly recommended!

创建者 Владислав Р

Nov 3, 2020

Очень интересный и полезный курс как для начинающих так и опытных специалистов!

创建者 Lalit P

Jun 14, 2020

Really great greattttt course. I learnt how to tunne algorithm deep learning...

创建者 George J

Jun 1, 2020

Excellent course on Hyper parameter optimization and introduction to Tensorflow

创建者 S A

Apr 13, 2020

Similar to the review to the first course it is the best course on the subject.

创建者 Arnab N

Apr 7, 2020

A great course to learn the depths of deep learning. Really enjoyed the course.

创建者 Piyush K B

Jan 27, 2020

Great teaching by Andrew Ng. Learnt a lot and I feel confident to implement it.

创建者 wajih h

Jan 17, 2020

best course for the beginners in machine learning. would recommend very highly.

创建者 elie a

Nov 4, 2019

A very interesting course that touches more and more at real life applications.

创建者 Lalith

Jul 16, 2019

Best course for learning how to tune the hyperparameters in the neural networks

创建者 Anuj D

Jun 26, 2019

Very important course for great practical tips on implementing neural networks.