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</head>


<div class = "mdl-grid header">
  <div class = "mdl-cell mdl-cell--3-col">
    <img src="_images/front.png" class="img-fluid" alt="">
  </div>
  <div class = "mdl-cell mdl-cell--1-col">
  </div>
  <div class = "mdl-cell mdl-cell--5-col mdl-cell--middle">
    <h2>Dive into Deep Learning</h2>
    <p><b>Interactive</b> deep learning book with code, math, and discussions <br><br>
        Implemented with <b>NumPy/MXNet</b>, <b>PyTorch</b>, and <b>TensorFlow</b><br><br>
        Adopted at 175 universities from 40 countries
    </p>
  </div>
</div>

<div class="mdl-grid">
  <div>
    <h3>Announcements</h3>
    <div align="left">
    <ul>
      <li> [Jan 2021] Check out the brand-new <a href="https://d2l.ai/chapter_attention-mechanisms/index.html">Chapter: Attention Mechanisms</a>.
          We have also completed PyTorch implementations.
          To keep track of the latest updates, please follow D2L's <a href="https://github.com/d2l-ai/d2l-en">open-source project</a>.
      </li>
        <li> [Oct 2020] We have added TensorFlow implementations up to Chapter 7 (Modern CNNs).
        </li>
      <li> [Apr 2020] We have revamped
        <a href="chapter_natural-language-processing-pretraining/index.html">Chapter: NLP pretraining</a>
        and <a href="chapter_natural-language-processing-applications/index.html">Chapter: NLP applications</a>,
        and added sections of BERT and natural language inference.
      </li>
    <li>[Jul 2019]
      The Chinese version is the <a href="https://raw.githubusercontent.com/d2l-ai/d2l-zh/master/img/frontpage/jd-190715-en.png">No. 1 best seller</a> of new books in "Computers and Internet" at the largest Chinese online bookstore.
    </li>
    <li>[May 2019]
      Slides, Jupyter notebooks, assignments, and videos of the Berkeley course can be found at the
      <a href="https://courses.d2l.ai/berkeley-stat-157/syllabus.html">syllabus page</a>.
    </li>
    </ul>
    </div>
  </div>
</div>

<div class = "authors mdl-grid" id = "author" >
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  <h2>Authors</h2>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/aston.jpg"/>
      <h3><a href="https://www.astonzhang.com/">Aston Zhang</a></h3>
      <p>Amazon Senior Scientist</p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/zack.jpg"/>
      <h3><a href="http://zacklipton.com/">Zack C. Lipton</a></h3>
      <p>Amazon Scientist<br>
        CMU Assistant Professor
        </p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/mu.jpg"/>
      <h3><a href="https://www.cs.cmu.edu/~muli/">Mu Li</a></h3>
      <p>Amazon Senior Principal Scientist
        </p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/alex.jpg"/>
      <h3><a href="https://alex.smola.org/">Alex J. Smola</a></h3>
      <p>Amazon VP/Distinguished Scientist
        </p>
    </div>
  </div>
  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
  <h2>Vol.2 Chapter Authors</h2>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/brent.jpg"/>
      <h3><a href="https://www.linkedin.com/in/brent-werness-1506471b7/">Brent Werness</a></h3>
      <p>Amazon Senior Scientist<br><i><a href="http://d2l.ai/chapter_appendix-mathematics-for-deep-learning/index.html">Mathematics
        for Deep Learning</a></i></p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/rachel.jpeg"/>
      <h3><a href="https://www.linkedin.com/in/rachelsonghu/">Rachel Hu</a></h3>
      <p> Amazon Scientist<br><i><a href="http://d2l.ai/chapter_appendix-mathematics-for-deep-learning/index.html">Mathematics
        for Deep Learning</a></i></p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/shuai.jpg"/>
      <h3><a href="https://shuaizhang.tech/">Shuai Zhang</a></h3>
      <p>ETH Zürich Postdoctoral Researcher
        <br><i><a href="http://d2l.ai/chapter_recommender-systems/index.html">Recommender Systems</a></i></p>
    </div>
  </div>

  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/yi.jpg"/>
      <h3><a href="https://vanzytay.github.io/">Yi Tay</a></h3>
      <p>Google Scientist
        <br><i><a href="http://d2l.ai/chapter_recommender-systems/index.html">Recommender Systems</a></i></p>
    </div>
  </div>

  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
    <h2>Framework Adaptation Authors</h2>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="./_images/anirudh.jpg"/>
      <h3><a href="https://github.com/AnirudhDagar">Anirudh Dagar</a></h3>
      <p>IIT Roorkee Student<br><i>PyTorch Adaptation</i></p>
    </div>
  </div>
  <div class = "mdl-cell mdl-cell--3-col mdl-cell--top">
    <div class="author-item">
      <img src="https://terrytangyuan.github.io/img/avatar.jpg"/>
      <h3><a href="https://terrytangyuan.github.io/about/">Yuan Tang</a></h3>
      <p>Ant Group Senior Engineer<br><i>TensorFlow Adaptation</i></p>
    </div>
  </div>
  <div class = "author-group-title mdl-cell mdl-cell--12-col mdl-cell--top">
    <h3> We thank all the <a href="https://github.com/d2l-ai/d2l-en/graphs/contributors">community contributors</a><br>for making this open source book better for everyone.</h3>
    <h4><a href="https://github.com/d2l-ai/d2l-en#contribute-learn-how">Contribute to the book.</a></h4>
    <a class="github-button" href="https://github.com/d2l-ai/d2l-en" data-icon="octicon-star" data-size="large" data-show-count="true" aria-label="Star d2l-ai/d2l-en on GitHub">Star</a>
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  </div>
</div>

<div class = "features mdl-grid">
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      <p>You can modify the code and tune hyperparameters to get instant
      feedback to accumulate practical experiences in deep learning.</p>
      <div class = "mdl-grid running">
        <div class="running-item">
          <a href="./chapter_installation/index.html">
            <img src="./_images/laptop_jupyter.png"/>
            <p>Run<br>locally</p>
        </div>
        <div class="running-item">
          <a href="./chapter_appendix-tools-for-deep-learning/sagemaker.html">
            <img src="./_images/logos/sagemaker.png"/>
            <p>Amazon<br>SageMaker</p>
          </a>
        </div>
        <div class="running-item">
          <a href="./chapter_appendix-tools-for-deep-learning/colab.html">
            <img src="./_images/logos/colab.png" />
            <p>Google<br>Colab</p>
          </a>
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      </div>
    </div>
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  <div class = "mdl-cell mdl-cell--7-col">
  <img src="_images/notebook.gif">
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<div class = "features-2 mdl-grid">
  <h2>Mathematics + Figures + Code </h2>
  <p>We offer an interactive learning experience with mathematics, figures,
  code, text, and discussions, where concepts and techniques are illustrated
    and implemented with experiments on real data sets.
  </p>

  <div class = "mdl-cell mdl-cell--4-col">
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  <div class = "mdl-cell mdl-cell--4-col">
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  <div class = "mdl-cell mdl-cell--4-col">
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<div class = "features mdl-grid">
  <div class = "mdl-cell mdl-cell--7-col">
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  <div class = "mdl-cell mdl-cell--5-col mdl-cell--middle">
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      <h2>Active <a href="https://discuss.d2l.ai/">community</a> support</h2>
      <p>You can discuss and learn with thousands of peers in the community
        through the link provided in each section.
        </p>
    </div>
  </div>
</div>

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    ['National Sun Yat-sen University', 22.628239355746864, 120.26464406695942],
    ['National Taiwan University', 25.017350, 121.539655],
    ['National Technical University of Athens', 37.98764546033555, 23.731787656236158],
    ['National United University', 24.545702, 120.811728],
    ['National University of Singapore', 1.296520, 103.776442],
    ['Nazarbayev University', 51.090618, 71.398175],
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    ['Newman University', 37.673449, -97.377712],
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    ['Peking University', 39.987012, 116.305112],
    ['Pohang University of Science and Technology', 36.013877001742266, 129.32320505556376],
    ['Politecnico di Milano', 45.478394, 9.228364],
    ['Pontificia Universidad Católica de Chile', -33.441277, -70.640809],
    ['Portland State University', 45.511132, -122.683424],
    ['Purdue University', 40.423656, -86.921345],
    ['Queen\'s University', 44.225218, -76.495141],
    ['Radboud Universiteit', 51.821992, 5.863819],
    ['Rowan University', 39.708911, -75.118424],
    ['Rutgers, The State University of New Jersey', 40.500694, -74.447496],
    ['Sapienza Università di Roma', 41.903379, 12.514557],
    ['Shanghai Jiao Tong University', 31.024733, 121.433617],
    ['Shanghai University of Finance and Economics',31.306851, 121.493008],
    ['Shenzhen University', 22.53306989491673, 113.93281299764764],
    ['Sogang University', 37.550944, 126.941024],
    ['Southern New Hampshire University', 43.040596, -71.453469],
    ['St. Pölten University of Applied Sciences', 48.213869, 15.631828],
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    ['Stevens Institute of Technology', 40.745038, -74.024795],
    ['Sungkyunkwan University', 37.58820147462304, 126.99360599792786],
    ['Technische Universiteit Delft', 51.996068, 4.375953],
    ['Tekirdağ Namık Kemal Üniversitesi', 40.993504, 27.584084],
    ['Texas A&M University', 30.617810, -96.333042],
    ['Thapar Institute of Engineering and Technology', 30.356403, 76.364800],
    ['The State University of New York at Binghamton', 42.089333, -75.969467],
    ['The University of Texas at Austin', 30.284631, -97.733939],
    ['Tsinghua University', 39.999700, 116.326473],
    ['Universidad Carlos III de Madrid', 40.316874, -3.727607],
    ['Universidad de Zaragoza', 41.642040, -0.901549],
    ['Universidad Militar Nueva Granada', 4.683159, -74.042287],
    ['Universidad Nacional Agraria La Molina', -12.081733, -76.943175],
    ['Universidad Nacional de Colombia Sede Manizales',  5.056096, -75.491125],
    ['Universidad Tecnológica de Pereira', 4.79491115294912, -75.68771494480004],
    ['Universidade Católica de Brasília', -15.86525637103062, -48.030125973476686],
    ['Universidade Estadual de Campinas', -22.818607400932713, -47.064699144516844],
    ['Universidade Federal de Minas Gerais', -19.871207, -43.967403],
    ['Universidade Federal de Ouro Preto', -20.397216, -43.509595],
    ['Universidade Federal do Rio Grande', -32.068126, -52.161809],
    ['Universidade NOVA de Lisboa', 38.733973, -9.159771],
    ['Universidade Presbiteriana Mackenzie', -23.548073, -46.650557],
    ['Università degli Studi di Bari Aldo Moro', 41.12043334417094, 16.868474498015452],
    ['Università degli Studi di Brescia', 45.538091, 10.218809],
    ['Università degli Studi di Catania', 37.503557, 15.086512],
    ['Università degli Studi di Padova', 45.406843, 11.877540],
    ['Universitas Andalas, Padang', -0.9154018014570859, 100.45794569753971],
    ['Universitas Udayana', -8.798209078101248, 115.17245647061401],
    ['Universität Heidelberg',  49.419049, 8.670228],
    ['Universitat Politècnica de Catalunya', 41.387674, 2.113366],
    ['Universitatea Babeș-Bolyai', 47.927972591218904, 23.880209827041575],
    ['Universitatea de Vest din Timișoara', 45.746810, 21.231822],
    ['Université de technologie de Compiègne', 49.41520329880707, 2.819109098250336],
    ['Université Paris-Saclay', 48.709851, 2.166719],
    ['University of Arkansas', 36.068646, -94.175019],
    ['University of Augsburg', 48.332587, 10.896367],
    ['University of California, Berkeley', 37.872119, -122.259398],
    ['University of California, Los Angeles', 34.068512, -118.444870],
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    ['University of California, Santa Barbara', 34.413981, -119.849795],
    ['University of California, Santa Cruz', 36.98794744243739, -122.05822003092241],
    ['University of Cambridge', 52.204286, 0.115005],
    ['University of Canberra', -35.238543897343526, 149.08425086927494],
    ['University of Cincinnati', 39.132868, -84.515032],
    ['University of Florida', 29.64355788487887, -82.35494093107566],
    ['University of Iceland', 64.13959688500444, -21.951825228227687],
    ['University of Idaho', 46.72877560849885, -117.01255475764911],
    ['University of Illinois at Urbana-Champaign', 40.102379, -88.227408],
    ['University of International Business and Economics', 39.977509757850314, 116.42960172682243],
    ['University of Liège', 50.583046, 5.559053],
    ['University of Maryland',38.987052, -76.943692],
    ['University of Minnesota, Twin Cities', 44.973929, -93.227836],
    ['University of New Hampshire',43.138784, -70.937798],
    ['University of North Carolina at Chapel Hill',35.905182, -79.046044],
    ['University of North Texas', 33.207434, -97.152575],
    ['University of Northern Philippines', 17.561055, 120.382766],
    ['University of Pennsylvania',  39.952211, -75.193235],
    ['University of São Paulo', -23.56140891899907, -46.73075691566558],
    ['University of Science and Technology of China', 31.822004, 117.281182],
    ['University of Southern Maine', 43.661823, -70.275881],
    ['University of St Andrews', 56.341630, -2.794224],
    ['University of Technology Sydney', -33.883371, 151.200612],
    ['University of Warsaw', 52.24026087208004, 21.018601198339127],
    ['University of Washington',47.660589, -122.315527],
    ['University of Waterloo',43.472278, -80.544707],
    ['University of Wisconsin Madison', 43.076545, -89.412316],
    ['Univerzita Komenského v Bratislave',  48.141170, 17.115943],
    ['Vardhaman College of Engineering', 17.25473598008537, 78.30652732642346],
    ['Vardhman Mahaveer Open University', 25.133687148968978, 75.81073254001238],
    ['Vietnamese-German University', 11.054337, 106.665432],
    ['Wageningen University', 51.984503, 5.665920],
    ['West Virginia University', 39.647970, -79.969768],
    ['Western University', 43.009210, -81.273763],
    ['Xavier University Bhubaneswar', 20.158124, 85.762486],
    ['Xiamen University', 24.437348384183196, 118.09785499767432],
    ['Yeshiva University', 40.850490, -73.929011],
    ['Yunnan University',25.053496, 102.703883],
    ['Zhejiang University', 30.308629, 120.086156],
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    Alexandria University<br>
    Amity University<br>
    Ateneo de Naga University<br>
    Australian National University<br>
    Birla Institute of Technology and Science, Hyderabad<br>
    Brown University<br>
    Cairo University<br>
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    Duke University<br>
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    Ho Chi Minh City University of Foreign Languages and Information Technology<br>
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    Imperial College London<br>
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    Indian Institute of Technology Bombay<br>
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    Indira Gandhi National Open University<br>
    Indraprastha Institute of Information Technology, Delhi<br>
    Institut catholique d'arts et métiers (ICAM)<br>
    Institut de recherche en informatique de Toulouse<br>
    Institut Supérieur d'Informatique et des Techniques de Communication<br>
    Institut Supérieur De L'electronique Et Du Numérique<br>
    Instituto Tecnológico Autónomo de México<br>
    İstanbul Teknik Üniversitesi<br>
    IT-Universitetet i København<br>
    King Abdullah University of Science and Technology<br>
    Kongu Engineering College<br>
    KPR Institute of Engineering and Technology<br>
    Kyungpook National University<br>
    Lancaster University<br>
    Leibniz Universität Hannover<br>
    Leuphana University of Lüneburg<br>
    London School of Economics & Political Science<br>
    Make School<br>
    Massachusetts Institute of Technology<br>
    McGill University<br>
    Milwaukee School of Engineering<br>
    Minia University<br>
    Monash University<br>
    Multimedia University<br>
    National Chung Hsing University<br>
    National Institute of Technical Teachers Training&amp;Research<br>
    National Institute of Technology, Warangal<br>
    National Sun Yat-sen University<br>
    National Taiwan University<br>
    National Technical University of Athens<br>
    National United University<br>
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    Nazarbayev University<br>
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    North Ossetian State University<br>
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    Ohio University<br>
    Pakuan University<br>
    Peking University<br>
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    Politecnico di Milano<br>
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    Portland State University<br>
    Purdue University<br>
    Queen's University<br>
    Radboud Universiteit<br>
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    Rutgers, The State University of New Jersey<br>
    Sapienza Università di Roma<br>
    Shanghai Jiao Tong University<br>
    Shanghai University of Finance and Economics<br>
    Shenzhen University<br>
    Sogang University<br>
    Southern New Hampshire University<br>
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    Stevens Institute of Technology<br>
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    Technische Universiteit Delft<br>
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    Thapar Institute of Engineering and Technology<br>
    The State University of New York at Binghamton<br>
    The University of Texas at Austin<br>
    Tsinghua University<br>
    Universidad Carlos III de Madrid<br>
    Universidad de Zaragoza<br>
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    Universidad Nacional Agraria La Molina<br>
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    Universidad Tecnológica de Pereira<br>
    Universidade Católica de Brasília<br>
    Universidade Estadual de Campinas<br>
    Universidade Federal de Minas Gerais<br>
    Universidade Federal de Ouro Preto<br>
    Universidade Federal do Rio Grande<br>
    Universidade NOVA de Lisboa<br>
    Universidade Presbiteriana Mackenzie<br>
    Università degli Studi di Bari Aldo Moro<br>
    Università degli Studi di Brescia<br>
    Università degli Studi di Catania<br>
    Università degli Studi di Padova<br>
    Universitas Andalas, Padang<br>
    Universitas Udayana<br>
    Universität Heidelberg<br>
    Universitat Politècnica de Catalunya<br>
    Universitatea Babeș-Bolyai<br>
    Universitatea de Vest din Timișoara<br>
    Université de technologie de Compiègne<br>
    Université Paris-Saclay<br>
    University of Arkansas<br>
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    <h4>If you use D2L to teach (or plan to) and would like to receive a free hardcopy,
        please <a href="https://raw.githubusercontent.com/d2l-ai/d2l-en/master/static/frontpage/attachments/hardcopy.txt" target="_blank">contact us</a>.</h4>

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<div class="mdl-grid">
  <div>
    <h3>BibTeX entry for citing the book</h3>
    <br>
    <div align="left">
      <div class="highlight-python notranslate">
        <div class="highlight">
          <tt>
            <pre>@book{zhang2020dive,
    title={Dive into Deep Learning},
    author={Aston Zhang and Zachary C. Lipton and Mu Li and Alexander J. Smola},
    note={\url{https://d2l.ai}},
    year={2020}
}</pre>
          </tt>
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</div>

<h2 class="toc"> Table of contents </h2>

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