《动手学深度学习》¶
公告
- 【重磅升级，新书榜第一】 第二版纸质书——《动手学深度学习（PyTorch版）》（黑白平装版） 已在 京东、 当当 上架。 纸质书在内容上与在线版大致相同，但力求在样式、术语标注、语言表述、用词规范、标点以及图、表、章节的索引上符合出版标准和学术规范。 第二版在线内容新增PaddlePaddle实现。 关注本书的中文开源项目和英文开源项目以及时获取最新信息。
- 【第一版纸质书】 可在 京东、 当当、 天猫 购买全彩精装版； 或者在 京东、 当当、 天猫 购买黑白平装版。 [新书榜] [关于样书]
- 【免费资源】 课件、作业、教学视频等资源可参考伯克利“深度学习导论” 课程大纲 中的链接（中文版课件）。 基于本书PyTorch版的教学视频在： B站； 基于本书较早草稿内容的教学视频在： B站 和 Youtube。
每一小节都是可以运行的 Jupyter 记事本
你可以自由修改代码和超参数来获取及时反馈，从而积累深度学习的实战经验。
公式 + 图示 + 代码
我们不仅结合文字、公式和图示来阐明深度学习里常用的模型和算法，还提供代码来演示如何从零开始实现它们，并使用真实数据来提供一个交互式的学习体验。
活跃社区支持
你可以通过每个章节最后的链接来同社区的数千名小伙伴一起讨论学习。
本书（中英文版）被用作教材或参考书
Abasyn University, Islamabad Campus
Alexandria University
Amirkabir University of Technology
Amity University
Amrita Vishwa Vidyapeetham University
Anna University
Anna University Regional Campus Madurai
Ateneo de Naga University
Australian National University
Bar-Ilan University
Barnard College
Beijing Foresty University
Birla Institute of Technology and Science, Hyderabad
Birla Institute of Technology and Science, Pilani
BML Munjal University
Boston College
Boston University
Brac University
Brandeis University
Brown University
Brunel University London
Cairo University
California State University, Northridge
Cankaya University
Carnegie Mellon University
Center for Research and Advanced Studies of the National Polytechnic Institute
Chalmers University of Technology
Chennai Mathematical Institute
Chouaib Doukkali University
Chulalongkorn University
City College of New York
City University of Hong Kong
City University of Science and Information Technology
College of Engineering Pune
Columbia University
Cornell University
Cyprus Institute
Deakin University
Diponegoro University
Dresden University of Technology
Duke University
Durban University of Technology
Eastern Mediterranean University
Ecole Nationale Supérieure d'Informatique
Ecole Nationale Supérieure de Cognitique
École Nationale Supérieure de Techniques Avancées
Eindhoven University of Technology
Emory University
Eötvös Loránd University
Escuela Politécnica Nacional
Escuela Superior Politecnica del Litoral
Federal University Lokoja
Feng Chia University
Fisk University
Florida Atlantic University
FPT University
Fudan University
Ganpat University
Gayatri Vidya Parishad College of Engineering (Autonomous)
Gazi Üniversitesi
Gdańsk University of Technology
George Mason University
Georgetown University
Georgia Institute of Technology
Gheorghe Asachi Technical University of Iaşi
Golden Gate University
Great Lakes Institute of Management
Gwangju Institute of Science and Technology
Habib University
Hamad Bin Khalifa University
Hangzhou Dianzi University
Hangzhou Dianzi University
Hankuk University of Foreign Studies
Harare Institute of Technology
Harbin Institute of Technology
Harvard University
Hasso-Plattner-Institut
Hebrew University of Jerusalem
Heinrich-Heine-Universität Düsseldorf
Henan Institute of Technology
Hertie School
Higher Institute of Applied Science and Technology of Sousse
Hiroshima University
Ho Chi Minh City University of Foreign Languages and Information Technology
Hochschule Bremen
Hochschule für Technik und Wirtschaft
Hochschule Hamm-Lippstadt
Hong Kong University of Science and Technology
Houston Community College
Huazhong University of Science and Technology
Humboldt-Universität zu Berlin
İbn Haldun Üniversitesi
Icahn School of Medicine at Mount Sinai
Imperial College London
IMT Mines Alès
Indian Institute of Technology Bombay
Indian Institute of Technology Hyderabad
Indian Institute of Technology Jodhpur
Indian Institute of Technology Kanpur
Indian Institute of Technology Kharagpur
Indian Institute of Technology Mandi
Indian Institute of Technology Ropar
Indian School of Business
Indira Gandhi National Open University
Indraprastha Institute of Information Technology, Delhi
Institut catholique d'arts et métiers (ICAM)
Institut de recherche en informatique de Toulouse
Institut Supérieur d'Informatique et des Techniques de Communication
Institut Supérieur De L'electronique Et Du Numérique
Institut Teknologi Bandung
Instituto Federal de Educação, Ciência e Tecnologia de São Paulo, Campus Salto
Instituto Politécnico Nacional
Instituto Tecnológico Autónomo de México
Instituto Tecnológico de Buenos Aires
Islamic University of Medina
İstanbul Teknik Üniversitesi
IT-Universitetet i København
Ivan Franko National University of Lviv
Jeonbuk National Univerity
Johns Hopkins University
Julius-Maximilians-Universität Würzburg
Keio University
King Abdullah University of Science and Technology
King Fahd University of Petroleum and Minerals
King Faisal University
Kongu Engineering College
Korea Aerospace University
KPR Institute of Engineering and Technology
Kyungpo
Alexandria University
Amirkabir University of Technology
Amity University
Amrita Vishwa Vidyapeetham University
Anna University
Anna University Regional Campus Madurai
Ateneo de Naga University
Australian National University
Bar-Ilan University
Barnard College
Beijing Foresty University
Birla Institute of Technology and Science, Hyderabad
Birla Institute of Technology and Science, Pilani
BML Munjal University
Boston College
Boston University
Brac University
Brandeis University
Brown University
Brunel University London
Cairo University
California State University, Northridge
Cankaya University
Carnegie Mellon University
Center for Research and Advanced Studies of the National Polytechnic Institute
Chalmers University of Technology
Chennai Mathematical Institute
Chouaib Doukkali University
Chulalongkorn University
City College of New York
City University of Hong Kong
City University of Science and Information Technology
College of Engineering Pune
Columbia University
Cornell University
Cyprus Institute
Deakin University
Diponegoro University
Dresden University of Technology
Duke University
Durban University of Technology
Eastern Mediterranean University
Ecole Nationale Supérieure d'Informatique
Ecole Nationale Supérieure de Cognitique
École Nationale Supérieure de Techniques Avancées
Eindhoven University of Technology
Emory University
Eötvös Loránd University
Escuela Politécnica Nacional
Escuela Superior Politecnica del Litoral
Federal University Lokoja
Feng Chia University
Fisk University
Florida Atlantic University
FPT University
Fudan University
Ganpat University
Gayatri Vidya Parishad College of Engineering (Autonomous)
Gazi Üniversitesi
Gdańsk University of Technology
George Mason University
Georgetown University
Georgia Institute of Technology
Gheorghe Asachi Technical University of Iaşi
Golden Gate University
Great Lakes Institute of Management
Gwangju Institute of Science and Technology
Habib University
Hamad Bin Khalifa University
Hangzhou Dianzi University
Hangzhou Dianzi University
Hankuk University of Foreign Studies
Harare Institute of Technology
Harbin Institute of Technology
Harvard University
Hasso-Plattner-Institut
Hebrew University of Jerusalem
Heinrich-Heine-Universität Düsseldorf
Henan Institute of Technology
Hertie School
Higher Institute of Applied Science and Technology of Sousse
Hiroshima University
Ho Chi Minh City University of Foreign Languages and Information Technology
Hochschule Bremen
Hochschule für Technik und Wirtschaft
Hochschule Hamm-Lippstadt
Hong Kong University of Science and Technology
Houston Community College
Huazhong University of Science and Technology
Humboldt-Universität zu Berlin
İbn Haldun Üniversitesi
Icahn School of Medicine at Mount Sinai
Imperial College London
IMT Mines Alès
Indian Institute of Technology Bombay
Indian Institute of Technology Hyderabad
Indian Institute of Technology Jodhpur
Indian Institute of Technology Kanpur
Indian Institute of Technology Kharagpur
Indian Institute of Technology Mandi
Indian Institute of Technology Ropar
Indian School of Business
Indira Gandhi National Open University
Indraprastha Institute of Information Technology, Delhi
Institut catholique d'arts et métiers (ICAM)
Institut de recherche en informatique de Toulouse
Institut Supérieur d'Informatique et des Techniques de Communication
Institut Supérieur De L'electronique Et Du Numérique
Institut Teknologi Bandung
Instituto Federal de Educação, Ciência e Tecnologia de São Paulo, Campus Salto
Instituto Politécnico Nacional
Instituto Tecnológico Autónomo de México
Instituto Tecnológico de Buenos Aires
Islamic University of Medina
İstanbul Teknik Üniversitesi
IT-Universitetet i København
Ivan Franko National University of Lviv
Jeonbuk National Univerity
Johns Hopkins University
Julius-Maximilians-Universität Würzburg
Keio University
King Abdullah University of Science and Technology
King Fahd University of Petroleum and Minerals
King Faisal University
Kongu Engineering College
Korea Aerospace University
KPR Institute of Engineering and Technology
Kyungpo