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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
1,540 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:

151 - Introduction to Deep Learning 的 175 个评论(共 358 个)

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 08, 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 08, 2018

Really inspired me to continue deep learning.

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 07, 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 Ashirwad

Mar 16, 2019

Best Course available on Deep Learning.

创建者 Ankit A

Mar 11, 2019

Very Effective Learning. Thankyou Guys.

创建者 Tejas S S

Nov 11, 2018

Difficult course, but worth the effort.

创建者 Bukharaev A N

Sep 30, 2018

Thank you for such a tremendous course!

创建者 Edgar R Q C

Sep 03, 2018

It has a nice review of advanced topics

创建者 Richard H D

Jul 04, 2019

Good explanation and project proposals

创建者 Maxim B

Jul 17, 2018

I think it's a good start. Thank you.

创建者 RAMATULASI

Jul 03, 2020

Excellent course and very good tutor

创建者 Yunzhe F

Sep 08, 2018

Most of the assignments are unclear.

创建者 Arnav G

Dec 14, 2019

highly satisfied...will do it again

创建者 Марчевский В Д

May 18, 2018

Pretty good intro to Deep Learning!

创建者 ANUJ L

Jun 15, 2020

Was very nice and concise course.