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| <li class="toctree-l2"><a class="reference internal" href="#modeling">Modeling</a><ul> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/finetune.html">How do I fine-tune pre-trained models to a new dataset?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/bucketing.html">How do I work with variable-length input in MXNet (bucketing)?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/visualize_graph.html">How do I visualize neural networks as computation graphs?</a></li> |
| </ul> |
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| <li class="toctree-l2"><a class="reference internal" href="#speed">Speed</a><ul> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/multi_devices.html">How can I train with multiple CPU/GPUs with data parallelism?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/model_parallel_lstm.html">How can I train with multiple GPUs with model parallelism?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/nnpack.html">Can I use nnpack to improve the CPU performance of MXNet?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/perf.html">What are the best setup and data-handling tips and tricks for improving speed?</a></li> |
| </ul> |
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| <li class="toctree-l2"><a class="reference internal" href="#deployment-environments">Deployment Environments</a><ul> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/smart_device.html">Can I run MXNet on smart or mobile devices?</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="s3_integration.html">How to use data from S3 for training?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://docs.aws.amazon.com/mxnet/latest/dg/mxnet-on-ec2-instance.html">How to setup MXNet on AWS?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://docs.aws.amazon.com/mxnet/latest/dg/mxnet-on-ec2-cluster.html">How to do distributed training using MXNet on AWS?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/tutorials/embedded/wine_detector.html">How do I run MXNet on a Raspberry Pi for computer vision?</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="#extend-and-contribute-to-mxnet">Extend and Contribute to MXNet</a><ul> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/community/mxnet_channels.html">How do I join the MXNet development discussion?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/community/contribute.html">How do I contribute a patch to MXNet?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/new_op.html">How do I create new operators in MXNet?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/env_var.html">How do I set MXNet’s environmental variables?</a></li> |
| <li class="toctree-l3"><a class="reference external" href="http://mxnet.io/how_to/torch.html">How do I use MXNet as a front end for Torch?</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="#questions-about-using-mxnet">Questions about Using MXNet</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#issue-tracker">Issue Tracker</a></li> |
| <li class="toctree-l2"><a class="reference internal" href="#roadmap">Roadmap</a></li> |
| </ul> |
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| <div class="content"> |
| <div class="section" id="mxnet-how-to"> |
| <span id="mxnet-how-to"></span><h1>MXNet How To<a class="headerlink" href="#mxnet-how-to" title="Permalink to this headline">¶</a></h1> |
| <p>This section addresses common questions about how to use <em>MXNet</em>. These include performance issues, e.g., how to train with multiple GPUs. |
| They also include workflow questions, e.g., how to visualize a neural network computation graph. |
| These answers are fairly focused. For more didactic, self-contained introductions to neural networks |
| and full working examples, visit the <a class="reference internal" href="../tutorials/index.html"><em>tutorials section</em></a>.</p> |
| <div class="section" id="modeling"> |
| <span id="modeling"></span><h2>Modeling<a class="headerlink" href="#modeling" title="Permalink to this headline">¶</a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/finetune.html">How do I fine-tune pre-trained models to a new dataset?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/bucketing.html">How do I work with variable-length input in MXNet (bucketing)?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/visualize_graph.html">How do I visualize neural networks as computation graphs?</a></li> |
| </ul> |
| </div> |
| </div> |
| <div class="section" id="speed"> |
| <span id="speed"></span><h2>Speed<a class="headerlink" href="#speed" title="Permalink to this headline">¶</a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/multi_devices.html">How can I train with multiple CPU/GPUs with data parallelism?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/model_parallel_lstm.html">How can I train with multiple GPUs with model parallelism?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/nnpack.html">Can I use nnpack to improve the CPU performance of MXNet?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/perf.html">What are the best setup and data-handling tips and tricks for improving speed?</a></li> |
| </ul> |
| </div> |
| </div> |
| <div class="section" id="deployment-environments"> |
| <span id="deployment-environments"></span><h2>Deployment Environments<a class="headerlink" href="#deployment-environments" title="Permalink to this headline">¶</a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/smart_device.html">Can I run MXNet on smart or mobile devices?</a></li> |
| <li class="toctree-l1"><a class="reference internal" href="s3_integration.html">How to use data from S3 for training?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://docs.aws.amazon.com/mxnet/latest/dg/mxnet-on-ec2-instance.html">How to setup MXNet on AWS?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://docs.aws.amazon.com/mxnet/latest/dg/mxnet-on-ec2-cluster.html">How to do distributed training using MXNet on AWS?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/tutorials/embedded/wine_detector.html">How do I run MXNet on a Raspberry Pi for computer vision?</a></li> |
| </ul> |
| </div> |
| </div> |
| <div class="section" id="extend-and-contribute-to-mxnet"> |
| <span id="extend-and-contribute-to-mxnet"></span><h2>Extend and Contribute to MXNet<a class="headerlink" href="#extend-and-contribute-to-mxnet" title="Permalink to this headline">¶</a></h2> |
| <div class="toctree-wrapper compound"> |
| <ul> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/community/mxnet_channels.html">How do I join the MXNet development discussion?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/community/contribute.html">How do I contribute a patch to MXNet?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/new_op.html">How do I create new operators in MXNet?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/env_var.html">How do I set MXNet’s environmental variables?</a></li> |
| <li class="toctree-l1"><a class="reference external" href="http://mxnet.io/how_to/torch.html">How do I use MXNet as a front end for Torch?</a></li> |
| </ul> |
| </div> |
| </div> |
| <div class="section" id="questions-about-using-mxnet"> |
| <span id="questions-about-using-mxnet"></span><h2>Questions about Using MXNet<a class="headerlink" href="#questions-about-using-mxnet" title="Permalink to this headline">¶</a></h2> |
| <p>If you are not sure of how to use MXNet for something, or have questions about applying it to a particular kind of problem, please post a question at <a class="reference external" href="http://stackoverflow.com/">Stackoverflow</a> with tag - <code class="docutils literal"><span class="pre">mxnet</span></code>. You can view StackOverflow questions about mxnet <a class="reference external" href="http://stackoverflow.com/questions/tagged/mxnet">here</a>.</p> |
| </div> |
| <div class="section" id="issue-tracker"> |
| <span id="issue-tracker"></span><h2>Issue Tracker<a class="headerlink" href="#issue-tracker" title="Permalink to this headline">¶</a></h2> |
| <p>We track bugs and new feature requests in the MXNet Github repo in the issues folder: <a class="reference external" href="https://github.com/dmlc/mxnet/issues">mxnet/issues</a>.</p> |
| </div> |
| <div class="section" id="roadmap"> |
| <span id="roadmap"></span><h2>Roadmap<a class="headerlink" href="#roadmap" title="Permalink to this headline">¶</a></h2> |
| <p>MXNet is evolving fast. To see what’s next and what we are working on internally, go to the <a class="reference external" href="https://github.com/dmlc/mxnet/labels/Roadmap">MXNet Roadmap</a>.</p> |
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