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Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization(으)로 돌아가기

deeplearning.ai의 Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 학습자 리뷰 및 피드백

40,056개의 평가
4,261개의 리뷰

강좌 소개

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....

최상위 리뷰


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


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.

필터링 기준:

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization의 4,192개 리뷰 중 51~75

교육 기관: 朱荣鑫

Dec 23, 2018

As good as before

교육 기관: SW J

Dec 21, 2018

It's very much helpful. Thank you.

교육 기관: Aleksa G

Dec 21, 2018

Really cool mooc, learned new ML theory and had a chance to implement it from scratch!


Dec 22, 2018

very great useful. I want to learn compute science (bachelor's degree)by top 10 of university.

that Mooc is success. I want more learning

교육 기관: 杨志超

Dec 23, 2018






교육 기관: Biniam P

Dec 09, 2018

A great course, suitable for everyone and easy to comprehend!

교육 기관: Anup K J

Dec 08, 2018

Amazing session and all the details and calculations are perfectly explained.

교육 기관: Martha E T G

Dec 09, 2018

Super practical and easy to learn. Great activities and quizzes. I love these courses!

교육 기관: Ilan B

Dec 10, 2018

excellent cours

교육 기관: Neelkamal B

Dec 09, 2018

Very good pace of learning for beginners.

교육 기관: Mubashar N A

Dec 23, 2018

improved my knowledge and thinking abilities about hyperparameters tunning

교육 기관: 洪天悦

Dec 24, 2018

Good content

교육 기관: Murat T

Dec 24, 2018

Topics cut in to sections are well defined and so clear. Programming assignments definitely gives you hands on experience. Also, math is demystified that you track with high school math. If you used framework like Keras and you want to know why and when you need to use that function,parameter etc., you would love this course.

교육 기관: Vikas K

Dec 24, 2018

must have course

교육 기관: Jungshen K

Dec 24, 2018

Excellent course

교육 기관: 黄怡欣

Dec 11, 2018

very good

교육 기관: Sachin G W

Dec 11, 2018

Amazing course, starts right off the bat with hyperparameters, regularization and tunings.

Studied about various optimization algorithms and normalization alongwith mini batches, also the TensorFlow framework.

Thank you to everyone involved in making this course. I highly appreciate what you've made us.

교육 기관: 侯宇翔

Dec 11, 2018


교육 기관: LeslieJ

Dec 10, 2018

thanks all

교육 기관: Sagar J

Dec 12, 2018


교육 기관: Manuel H C B D

Dec 12, 2018

This course guides you through the details required to finetune your learning algorithms.

교육 기관: chiven

Dec 13, 2018

finishing the courses, I learned how to tune hyperparameters and basic use of tensorflow

교육 기관: Satyam D

Dec 12, 2018

Yet another great course from Prof. Andrew Ng and Coursera. Deeply grateful to all involved in the preparation of this course. Absolutely essential to learn these concepts if we want to build and optimize deep neural networks for creating great products!

교육 기관: Ricardo N d R B

Dec 13, 2018

Excellent course

교육 기관: Manish N

Dec 13, 2018

great learning