課程信息
4.5
609 個評分
146 個審閱
專項課程

第 1 門課程(共 7 門),位於

100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
高級

高級

完成時間(小時)

完成時間大約為37 小時

建議:6 weeks of study, 6-10 hours/week...
可選語言

英語(English)

字幕:英語(English)...

您將獲得的技能

Recurrent Neural NetworkTensorflowConvolutional Neural NetworkDeep Learning
專項課程

第 1 門課程(共 7 門),位於

100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
高級

高級

完成時間(小時)

完成時間大約為37 小時

建議:6 weeks of study, 6-10 hours/week...
可選語言

英語(English)

字幕:英語(English)...

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 5 小時

Introduction to optimization

Welcome to the "Introduction to Deep Learning" course! In the first week you'll learn about linear models and stochatic optimization methods. Linear models are basic building blocks for many deep architectures, and stochastic optimization is used to learn every model that we'll discuss in our course....
Reading
9 個視頻(共 63 分鐘), 2 個閱讀材料, 3 個測驗
Video9 個視頻
Course intro6分鐘
Linear regression9分鐘
Linear classification10分鐘
Gradient descent5分鐘
Overfitting problem and model validation6分鐘
Model regularization5分鐘
Stochastic gradient descent5分鐘
Gradient descent extensions9分鐘
Reading2 個閱讀材料
Welcome!5分鐘
Hardware for the course10分鐘
Quiz2 個練習
Linear models6分鐘
Overfitting and regularization8分鐘
2
完成時間(小時)
完成時間為 6 小時

Introduction to neural networks

This module is an introduction to the concept of a deep neural network. You'll begin with the linear model and finish with writing your very first deep network....
Reading
9 個視頻(共 85 分鐘), 3 個閱讀材料, 4 個測驗
Video9 個視頻
Chain rule7分鐘
Backpropagation9分鐘
Efficient MLP implementation13分鐘
Other matrix derivatives5分鐘
What is TensorFlow10分鐘
Our first model in TensorFlow10分鐘
What Deep Learning is and is not8分鐘
Deep learning as a language6分鐘
Reading3 個閱讀材料
Optional reading on matrix derivatives1分鐘
TensorFlow reading1分鐘
Keras reading1分鐘
Quiz2 個練習
Multilayer perceptron10分鐘
Matrix derivatives20分鐘
3
完成時間(小時)
完成時間為 5 小時

Deep Learning for images

In this week you will learn about building blocks of deep learning for image input. You will learn how to build Convolutional Neural Network (CNN) architectures with these blocks and how to quickly solve a new task using so-called pre-trained models....
Reading
6 個視頻(共 59 分鐘), 3 個測驗
Video6 個視頻
Our first CNN architecture10分鐘
Training tips and tricks for deep CNNs14分鐘
Overview of modern CNN architectures8分鐘
Learning new tasks with pre-trained CNNs5分鐘
A glimpse of other Computer Vision tasks8分鐘
Quiz1 個練習
Convolutions and pooling10分鐘
4
完成時間(小時)
完成時間為 4 小時

Unsupervised representation learning

This week we're gonna dive into unsupervised parts of deep learning. You'll learn how to generate, morph and search images with deep learning....
Reading
9 個視頻(共 81 分鐘), 3 個測驗
Video9 個視頻
Autoencoders 1015分鐘
Autoencoder applications9分鐘
Autoencoder applications: image generation, data visualization & more7分鐘
Natural language processing primer10分鐘
Word embeddings13分鐘
Generative models 1017分鐘
Generative Adversarial Networks10分鐘
Applications of adversarial approach11分鐘
Quiz1 個練習
Word embeddings8分鐘
4.5
146 個審閱Chevron Right
職業方向

22%

完成這些課程後已開始新的職業生涯
工作福利

83%

通過此課程獲得實實在在的工作福利

熱門審閱

創建者 YGJan 28th 2018

This is a very hands on Deep Learning class. Like the design of programming assignments a lot. It's very instructive as well as challenging! Great course. I would recommend it!

創建者 ASMar 26th 2018

Great course! The faculty does an excellent job in explaining some difficult to understand concepts. The discussion forum is very active and the course community is helpful.

講師

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Evgeny Sokolov

Senior Lecturer
HSE Faculty of Computer Science
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Andrei Zimovnov

Senior Lecturer
HSE Faculty of Computer Science
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Alexander Panin

Lecturer
HSE Faculty of Computer Science
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Ekaterina Lobacheva

Senior Lecturer
HSE Faculty of Computer Science
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Nikita Kazeev

Researcher
HSE Faculty of Computer Science

關於 National Research University Higher School of Economics

National Research University - Higher School of Economics (HSE) is one of the top research universities in Russia. Established in 1992 to promote new research and teaching in economics and related disciplines, it now offers programs at all levels of university education across an extraordinary range of fields of study including business, sociology, cultural studies, philosophy, political science, international relations, law, Asian studies, media and communications, IT, mathematics, engineering, and more. Learn more on www.hse.ru...

關於 Advanced Machine Learning 專項課程

This specialization gives an introduction to deep learning, reinforcement learning, natural language understanding, computer vision and Bayesian methods. Top Kaggle machine learning practitioners and CERN scientists will share their experience of solving real-world problems and help you to fill the gaps between theory and practice. Upon completion of 7 courses you will be able to apply modern machine learning methods in enterprise and understand the caveats of real-world data and settings....
Advanced Machine Learning

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