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学生对 国立高等经济大学 提供的 Introduction to Deep Learning 的评价和反馈

4.6
1,538 个评分
357 条评论

课程概述

The goal of this course is to give learners basic understanding of modern neural networks and their applications in computer vision and natural language understanding. The course starts with a recap of linear models and discussion of stochastic optimization methods that are crucial for training deep neural networks. Learners will study all popular building blocks of neural networks including fully connected layers, convolutional and recurrent layers. Learners will use these building blocks to define complex modern architectures in TensorFlow and Keras frameworks. In the course project learner will implement deep neural network for the task of image captioning which solves the problem of giving a text description for an input image. The prerequisites for this course are: 1) Basic knowledge of Python. 2) Basic linear algebra and probability. Please note that this is an advanced course and we assume basic knowledge of machine learning. You should understand: 1) Linear regression: mean squared error, analytical solution. 2) Logistic regression: model, cross-entropy loss, class probability estimation. 3) Gradient descent for linear models. Derivatives of MSE and cross-entropy loss functions. 4) The problem of overfitting. 5) Regularization for linear models. Do you have technical problems? Write to us: coursera@hse.ru...

热门审阅

DK

Sep 20, 2019

one of the excellent courses in deep learning. As stated its advanced and enjoyed a lot in solving the assignments. looking forward for more such courses especially in Natural language processing

AK

Jun 02, 2019

one of the best courses I have attended. clear explanation, clear examples, amazing quizzes & Programming Assignment this course is advanced level, don't enroll it if you are a new starter.

筛选依据:

101 - Introduction to Deep Learning 的 125 个评论(共 357 个)

创建者 Joshua S Á

Jul 28, 2019

Great course and great teachers, all information very updated and the materials of the course are really useful

创建者 Murat Ö

May 21, 2019

It is a well prepared course which includes lots of tips and trick and theoretical background to be successful.

创建者 Yijie Z

Jan 17, 2020

Taking Andrew's machine learning class helps you enter the world, this series would take you to another level

创建者 Cristian C

Apr 28, 2020

Very good course overall! I particularly liked the curriculum and the explanations of non trivial concepts.

创建者 Lukas K

Aug 03, 2019

Nice introduction to the deep learning. Quick and overall summary of all basic fields of Deep Learning.

创建者 Chan H Y

Apr 16, 2018

This course is an advance course which requires some background in machine learning or deep learning.

创建者 Chih-Sheng C

Oct 13, 2018

Clearly explained how backprop can be efficiently done in matrix form. Course materials are great!

创建者 Amit K J

Feb 29, 2020

A must-needed certification for deep learning practitioners. I highly recommend this to everyone.

创建者 Hulot

Mar 19, 2019

Fine introduction to DL (keras and tensorflow) with a good mathematic explanation of what we do.

创建者 Briag D

Dec 28, 2017

This course has very interesting projects that can be expanded and it is a challenging course.

创建者 Jason M C

May 25, 2018

Fantastically challenging and even as a Data Science professional, I learned a few new things!

创建者 Reena O

Jun 01, 2020

This course provides good study material, assignment and quizzes. Really enjoyed this course.

创建者 Juan M C A

Dec 04, 2018

Great amazing high level introduction, with additional resources to reinforce if u are stuck.

创建者 Emilio P

Mar 14, 2019

Very good quality learning and challenging assignments, as expected from an advanced course.

创建者 基伦

Jan 17, 2018

Great course. Really helpful hands-on practice problems and coding assignments. Recommended!

创建者 Igor P

Nov 19, 2018

Strongly recommended for those interested in current state of machine learning algorithms

创建者 Andrey M

Jan 01, 2020

Very nice course to meet deep learning. Based on "Learn by doing". Very good teachers.

创建者 Yu Q

Apr 07, 2019

Brief but clear lessons for intermediate level students with not-easy assignments. :)

创建者 Haidar A

May 01, 2020

would have been even better if the pre-programs in the notebooks were also explained

创建者 Sinan G

Nov 08, 2019

Wide and deep range of important topics, a high level for an introduction course.

创建者 Amey B

Jun 06, 2019

Awesome course with great Deep learning challenges to solve. Simply loved it.

创建者 Alex S

Oct 29, 2018

Thank for the teachers, I have a deeply impression to the style of teachers.

创建者 Prateek G

Mar 20, 2019

This course is very demanding. So, please listen to the lectures carefully.

创建者 Muhammad S

Jun 29, 2019

Thanks for providing such a great course. Very productive and informative.

创建者 Stephane H

Sep 21, 2018

Great course, properly hard, learned a lot, not for the faint of heart !