Introduction to Deep Learning VM | Deep Learning VM Images

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<devsite-feedback position="header" project-name="Deep Learning VM Images" product-id="5077288" bucket="Deep Learning VM documentation" context="Deep Learning VM Images docs feedback link" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/deep-learning-vm/docs/getting-support" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Introduction to Deep Learning VM </h1> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p>Deep Learning VM Images is a set of virtual machine images optimized for data science and machine learning tasks. All images come with key ML frameworks and tools pre-installed. You can use them out of the box on instances with GPUs to accelerate your data processing tasks.</p> <p>Deep Learning VM images are available to support many combinations of framework and processor. There are currently images supporting <a href="/tensorflow-enterprise/docs">TensorFlow Enterprise</a>, TensorFlow, PyTorch, and generic high-performance computing, with versions for both CPU-only and GPU-enabled workflows.</p> <p>To see a list of frameworks available, see <a href="/deep-learning-vm/docs/images">Choosing an image</a>.</p> <h2 id="pre-installed_packages" data-text="Pre-installed packages" tabindex="-1">Pre-installed packages</h2> <p>Images are based on the Debian 11 and Ubuntu 22.04 operating systems, and these images can be configured to include the following:</p> <ul> <li><p>Specific frameworks (for example, TensorFlow) and supporting packages.</p></li> <li><p>Python 3.10 with the following packages:</p> <ul> <li>numpy</li> <li>scipy</li> <li>matplotlib</li> <li>pandas</li> <li>nltk</li> <li>pillow</li> <li>scikit-image</li> <li>opencv-python</li> <li>scikit-learn</li> <li>many more</li> </ul></li> <li><p>JupyterLab notebook environments for quick prototyping</p></li> <li><p>Nvidia packages with the latest Nvidia driver for GPU-enabled instances:</p> <ul> <li>CUDA 11.<em>x</em> and 12.<em>x</em> (the version depends on the framework)</li> <li>CuDNN 7.<em>x</em> and NCCL 2.<em>x</em> (the version depends on the CUDA version)</li> </ul></li> </ul> <h2 id="updates" data-text="Updates" tabindex="-1">Updates</h2> <p>Deep Learning VM images are updated regularly with bug fixes and package updates. Check the <a href="/deep-learning-vm/docs/release-notes">release notes</a> for information about updates.</p> <h2 id="community_support" data-text="Community support" tabindex="-1">Community support</h2> <p>Ask a question about Deep Learning VM on <a href="https://stackoverflow.com/questions/tagged/google-dl-platform" class="external" target="stackoverflow">Stack Overflow</a> or join the <a href="https://groups.google.com/forum/#!forum/google-dl-platform">google-dl-platform</a> Google group to discuss Deep Learning VM.</p> <p><a href="/deep-learning-vm/docs/getting-support#get_support_from_the_community">Learn more about getting support from the community</a>.</p> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <p>To get started using Deep Learning VM, create a new instance <a href="/deep-learning-vm/docs/cloud-marketplace">using the Cloud Marketplace</a> or <a href="/deep-learning-vm/docs/cli">using the command line</a>.</p> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Deep Learning VM Images" product-id="5077288" bucket="Deep Learning VM documentation" context="Deep Learning VM Images docs feedback link" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/deep-learning-vm/docs/getting-support" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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