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

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
63,492 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

AS

Apr 18, 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

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:

1826 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 1850 个评论(共 7,283 个)

创建者 Baurjan S

Jan 25, 2018

This was more difficult but still very well laid out. So I enjoyed it and finally started using TensorFlow.

创建者 Mohamed A A

Nov 13, 2017

Excellent course about optimizing neural networks that covers all the latest research results on the topic.

创建者 Stephen T C

Nov 5, 2017

Glad I got introduced to Tensorflow. It's the framework I plan to focus on in order to conduct my research.

创建者 Radu I

Oct 23, 2017

Very applied, you get hands-on information on what to do to get better results, in a very organized manner.

创建者 Jaganath B

Oct 22, 2017

The best course to know about tuning a neural network. Learned a lot in this course. Andrew is the Best!!!!

创建者 缪莲海

Oct 2, 2017

This course help you understand more detail about deep learning and the tutorial of Tensorflow is valueable

创建者 MEET K

Feb 26, 2023

Concepts were explained well. Quiz assignments were appropriate. easily understandable and implementable.

创建者 Harry B

Sep 10, 2021

Brilliant, best way of specialising in this field, thoroughly enjoyed, looking forward to the next course!

创建者 Ivy S

Jun 29, 2021

Super helpful course and it helped me solidified the abstract knowledge I had about hyperparameter tuning.

创建者 shubham m

Apr 15, 2021

The Best course to teach the advanced topics of Deep Learning in a very easy way. Thanks to Andrew Ng sir.

创建者 Nihal V

Mar 12, 2021

I don't have enough words to describe, How amazing these courses are. Thank you very much for the content.

创建者 Abhik B

Dec 31, 2020

Grea6t Course with excellent programming assignments. Really enjoyed my journey! Recomment it to everyone.

创建者 ROHAN K G

Sep 12, 2020

Well its a Life Changing Experience. Thank You Coursera for this wonderful opportunities in this Pandemic.

创建者 Emrullah Ç

Jul 2, 2020

Well organized, easy to follow. Programming assignment are very helpful. Thank you for such a good course.

创建者 ANIKET V

Jun 4, 2020

very good explanation but little more clarification on batch normalization and tensorflow would be helpful

创建者 Ruchir

Jun 2, 2020

Excellent, student friendly and very intuitive material. Programming assignments give a lot of confidence.

创建者 maxime c

Mar 27, 2020

Really good course. This incrementation of difficulty while reusing previous courses is perfectly working

创建者 Jeeva V

Mar 25, 2019

Excellent course in regularization, optimization techniques and how to use them with Tensorflow framework.

创建者 Hari K

Nov 27, 2018

Andrew makes the topic interesting and easy to grasp. The assignments are very well written. Great course!

创建者 Alberto B

Nov 16, 2018

Almost perfect, it needs a better explanation in the last week, specifically for the TensorFlow framework.

创建者 HOA N

Oct 2, 2018

YEAH, finally I have just finished this course. I am on my training to become the expert in this industry.

创建者 Darkwing D

Aug 6, 2018

The tensorflow, regularization, hyperparameter tuning sections are great. Mini-batch is a bit of a snooze.

创建者 李紹弘

Jul 2, 2018

Very deep and excellent explanation in the lectures! I learned a lot from the courses and the assignments.

创建者 Dipan M

May 28, 2018

This course is essential for practically understanding the key issues, and making the systems really work.

创建者 Abu B S

Apr 28, 2018

I am highly recommending this course for anyone need to touch the details of this amazing world carefully.