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Introduction to Deep Learning に戻る

HSE University による Introduction to Deep Learning の受講者のレビューおよびフィードバック

4.5
1,842件の評価
431件のレビュー

コースについて

The goal of this online 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....

人気のレビュー

DK
2019年9月19日

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

TP
2020年8月8日

A very good course and it is truly insightful. This course deals with more on the concepts therefore I have a better understanding of what is really happening when I build deep learning models.

フィルター:

Introduction to Deep Learning: 176 - 200 / 429 レビュー

by Tanishq S

2019年11月9日

Really informative course on fundamentals of deep learning.

by Dmitry

2019年9月29日

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

by Ravindran M

2018年12月4日

Good course. More detailed lectures may have been helpful.

by Subham T 1

2018年2月21日

Nice course with all the concepts explained in a lucid way

by Udith D B H

2020年3月12日

Excellent course which expects much practical knowledge.

by MEET S

2020年4月18日

Really useful to learn the basics of Deep Learning.

by Debasis U

2019年7月3日

I surely have learned a lot from the course, thanks

by Mohammed S E

2019年4月19日

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

by Marcos S

2021年6月26日

t​otally recommended! robust and clear foundations

by Samuel R

2019年8月12日

Great lectures and homeworks.They were challenging

by zhaoyulai

2018年7月19日

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 Eyvaz N

2021年3月8日

The best intro to Deep Learning I have ever seen

by Vaibhav O

2019年3月17日

Excellent hands on exercises to learn the basics

by Xin Q

2019年10月8日

A really nice course as an introduction to DL.

by Tom M

2018年5月11日

Fun course that teaches some very cool topics.

by Yu C

2020年7月11日

Clearly presented with desirable formal rigor

by Faris G

2018年6月8日

Really inspired me to continue deep learning.

by Aditya N J

2020年9月27日

Awesome course . A must recommended for all

by Bharath R R

2020年5月20日

Great Course with good programing Excercise

by RLee

2019年3月26日

A very comprehensive "introduction" course!

by Firas B

2018年11月26日

One of the best courses of deep learning !!

by Arturo O A

2018年8月22日

Really great course, I highly recommend it!

by Biswa s

2018年1月7日

Good Introduction. The assignments are good

by Jayesh G

2019年7月24日

Nice course....refreshed a lot of concepts

by Daniel M

2018年4月30日

Challenging, educational, and tons of fun.