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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
1,657 个评分
383 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 19, 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

AM
May 28, 2020

The hardest, yet most satisfying course I've ever taken in deep learning, by the end of the course I was doing stuff that was borderline sci-fi and that was just "introduction" to deep learning

筛选依据:

151 - Introduction to Deep Learning 的 175 个评论(共 382 个)

创建者 Zoltan S

Apr 8, 2018

It is fast paced. One of the best courses I have ever taken.

创建者 Tanishq S

Nov 9, 2019

Really informative course on fundamentals of deep learning.

创建者 Dmitry

Sep 29, 2019

Good starting point! Thanks to the creators of the course.

创建者 Ravindran M

Dec 4, 2018

Good course. More detailed lectures may have been helpful.

创建者 Subham T

Feb 21, 2018

Nice course with all the concepts explained in a lucid way

创建者 Udith D B H

Mar 12, 2020

Excellent course which expects much practical knowledge.

创建者 MEET S

Apr 18, 2020

Really useful to learn the basics of Deep Learning.

创建者 Debasis S

Jul 3, 2019

I surely have learned a lot from the course, thanks

创建者 Mohammed S E

Apr 19, 2019

very detailed , clear and to the point , i loved it

创建者 Samuel R

Aug 12, 2019

Great lectures and homeworks.They were challenging

创建者 zhaoyulai

Jul 19, 2018

课程不错, 但英语听不懂, Inception Fine-tune难度比较大, 运行耗时间且电脑发热

创建者 Vaibhav O

Mar 17, 2019

Excellent hands on exercises to learn the basics

创建者 Xin Q

Oct 8, 2019

A really nice course as an introduction to DL.

创建者 Tom M

May 11, 2018

Fun course that teaches some very cool topics.

创建者 Yu C

Jul 11, 2020

Clearly presented with desirable formal rigor

创建者 Faris G

Jun 8, 2018

Really inspired me to continue deep learning.

创建者 Aditya N J

Sep 27, 2020

Awesome course . A must recommended for all

创建者 Bharath R R

May 20, 2020

Great Course with good programing Excercise

创建者 RLee

Mar 26, 2019

A very comprehensive "introduction" course!

创建者 Firas B

Nov 26, 2018

One of the best courses of deep learning !!

创建者 Arturo O A

Aug 22, 2018

Really great course, I highly recommend it!

创建者 Biswa s

Jan 7, 2018

Good Introduction. The assignments are good

创建者 Jayesh G

Jul 24, 2019

Nice course....refreshed a lot of concepts

创建者 Daniel M

Apr 30, 2018

Challenging, educational, and tons of fun.

创建者 sanghoon.lee1@kbfg.com

Oct 27, 2020

I like this lecture. thank you so much.