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

29,287 個評分
3,239 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....


創建者 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.

創建者 PG

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.


3,176 個審閱

創建者 Rajnish Chauhan

Feb 21, 2019

wanna know what going under hood , explore this one

創建者 Alyssa

Feb 21, 2019


創建者 Akshat Agarwal

Feb 20, 2019

Concepts and intuitions.

創建者 Gabriel Leon

Feb 20, 2019

So much practical knowledge packed in 3 weeks of study. Amazing tour de force on the practical aspects of deep learning!


Feb 20, 2019

best course ever!

創建者 Dharanidaran

Feb 19, 2019

A must have course to know the effect of Hyperparameter tuning, and a great programming exercise on Tensorflow for Beginner. I highly recommend this course if you want to build accurate models


Feb 19, 2019

Very good experience using tensor flow framework for deep learning

創建者 Hussam Kanaan

Feb 19, 2019

Amazing course with perfect teacher

創建者 Rajat Chakraborty

Feb 18, 2019

Brilliant way of covering a complicated topic

創建者 김진수

Feb 18, 2019

This course was good.