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Learner Reviews & Feedback for Introduction to Deep Learning by National Research University Higher School of Economics

4.6
stars
1,643 ratings
380 reviews

About the Course

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...

Top reviews

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

AM

May 29, 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

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151 - 175 of 379 Reviews for Introduction to Deep Learning

By Ravindran M

Dec 04, 2018

Good course. More detailed lectures may have been helpful.

By Subham T

Feb 21, 2018

Nice course with all the concepts explained in a lucid way

By Udith D B H

Mar 12, 2020

Excellent course which expects much practical knowledge.

By MEET S

Apr 19, 2020

Really useful to learn the basics of Deep Learning.

By Debasis S

Jul 03, 2019

I surely have learned a lot from the course, thanks

By Mohammed S E

Apr 19, 2019

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

By Samuel R

Aug 12, 2019

Great lectures and homeworks.They were challenging

By 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

By Vaibhav O

Mar 17, 2019

Excellent hands on exercises to learn the basics

By Xin Q

Oct 08, 2019

A really nice course as an introduction to DL.

By Tom M

May 11, 2018

Fun course that teaches some very cool topics.

By Yu C

Jul 11, 2020

Clearly presented with desirable formal rigor

By Faris G

Jun 08, 2018

Really inspired me to continue deep learning.

By Aditya N J

Sep 27, 2020

Awesome course . A must recommended for all

By Bharath R R

May 20, 2020

Great Course with good programing Excercise

By RLee

Mar 26, 2019

A very comprehensive "introduction" course!

By Firas B

Nov 26, 2018

One of the best courses of deep learning !!

By Arturo O A

Aug 22, 2018

Really great course, I highly recommend it!

By Biswa s

Jan 07, 2018

Good Introduction. The assignments are good

By Jayesh G

Jul 24, 2019

Nice course....refreshed a lot of concepts

By Daniel M

Apr 30, 2018

Challenging, educational, and tons of fun.

By sanghoon.lee1@kbfg.com

Oct 27, 2020

I like this lecture. thank you so much.

By ashirwad s

Mar 16, 2019

Best Course available on Deep Learning.

By Ankit A

Mar 11, 2019

Very Effective Learning. Thankyou Guys.

By Tejas S S

Nov 11, 2018

Difficult course, but worth the effort.