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+ <title>Accelerate Your AI Journey with new Introduction Track at PyTorch Conference NA 2026 and PyTorch Associate Training</title>
+ <link>https://pytorch.org/blog/accelerate-your-ai-journey-with-new-introduction-track-at-pytorch-conference-na-2026-and-pytorch-associate-training/</link>
+
+ <dc:creator><![CDATA[PyTorch Foundation]]></dc:creator>
+ <pubDate>Thu, 24 Sep 2026 21:06:09 +0000</pubDate>
+ <category><![CDATA[Blog]]></category>
+ <guid isPermaLink="false">https://pytorch.org/?p=170295</guid>
+
+ <description><![CDATA[As deep learning models move rapidly from research prototypes into core enterprise infrastructure, the demand for practical, end-to-end PyTorch expertise has never been higher. Building robust neural networks requires more...]]></description>
+ <content:encoded><![CDATA[<p><span style="font-weight: 400;">As deep learning models move rapidly from research prototypes into core enterprise infrastructure, the demand for practical, end-to-end PyTorch expertise has never been higher. Building robust neural networks requires more than j…
+<p><span style="font-weight: 400;">To support developers, researchers, and engineers looking to deepen their technical skills, the PyTorch Foundation is running a dedicated </span><a href="https://events.linuxfoundation.org/pytorch-conference-north-america/program/schedule/?topic=introduction"><b>In…
+<p><span style="font-weight: 400;">In this blog we share what developers can expect from the technical sessions and training. </span></p>
+<h2><span style="font-weight: 400;">What to Expect from the Introduction Track</span></h2>
+<p><span style="font-weight: 400;">All attendees, from students, first time attendees all the way to seasoned AI engineers that want to learn about new areas are invited to check out the brand new Introduction Track at PyTorch Conference NA. Learn about areas of the PyTorch library, PyTorch ecosyste…
+<p><b>From Math Panic to PyTorch Confidence </b><br />
+<span style="font-weight: 400;">Yashasvi Misra, 3:25 PM PDT, Room LL20AB </span></p>
+<p><span style="font-weight: 400;">Designed for Python developers, students, and educators new to machine learning, this session uses visual explanations and interactive exercises to demystify tensors, gradients, and dynamic computation graphs. Attendees will build intuitive mental models before imp…
+<p><b>Practical GPU Programming with Triton for PyTorch Developers</b><br />
+<span style="font-weight: 400;">Suman Debnath, JanakiRam Goteti, 11:45 AM PDT, Room LL20CD</span></p>
+<p><span style="font-weight: 400;">PyTorch developers rely on tools like </span><span style="font-weight: 400;">torch.compile</span><span style="font-weight: 400;"> to generate GPU kernels, but writing custom kernels can feel daunting. This session introduces Triton, an open-source Python-embedded p…
+<p><b>What You Cannot Profile, You Cannot Optimize: Learning to Read PyTorch Traces </b><br />
+<span style="font-weight: 400;">Aritra Roy Gosthipaty, Suvaditya Mukherjee, 2:50 PM PDT, Room LL20AB</span></p>
+<p><span style="font-weight: 400;">Modern profiling tools generate complex traces that can be difficult to interpret. This talk builds practical mental models around CPU-to-GPU dispatch chains, compute-bound versus overhead-bound workloads, and kernel timing variations. Attendees will evaluate workl…
+<p><b>From Scratch to PyTorch: Demystifying ML Frameworks by Building Your Own </b><br />
+<span style="font-weight: 400;">Andrea Mattia Garavagno, Vijay Janapa Reddi,  2:15 PM PDT, Room LL20AB</span></p>
+<p><span style="font-weight: 400;">Understanding framework internals is critical for debugging complex logic, optimizing hardware, and contributing to backend infrastructure. This session introduces TinyTorch, an open-source CLI project that guides developers through rebuilding core framework compon…
+<p><b>Understanding Modern Vision Language Models</b><br />
+<span style="font-weight: 400;">Aastha Jhunjhunwala, Mark Moyou, 12:20 PM PDT, Room LL20AB</span></p>
+<p><span style="font-weight: 400;">Vision-language models (VLMs) present unique serving and scaling challenges. Deconstructing five open source architectures, this talk examines image-to-token encoding, vision-language fusion strategies, multi-GPU fine-tuning, and production serving overheads such a…
+<p><b>A Developer&#8217;s Guide to Attention in vLLM </b><br />
+<span style="font-weight: 400;">Lucas Wilkinson, Matthew Bonanni, 11:45 AM PDT, Room LL20AB</span></p>
+<p><span style="font-weight: 400;">Modern state-of-the-art models rely on hybrid, sliding-window, sparse, and linear attention mechanisms to manage KV-cache memory over long context windows. This talk details how the vLLM engine represents and optimizes these diverse patterns through attention backe…
+<h2><span style="font-weight: 400;">Elevate your AI Skills: PyTorch Associate Training </span></h2>
+<p><span style="font-weight: 400;">The PyTorch Foundation is excited to host an official, full-day, instructor-led </span><b>PyTorch Associate Training</b><span style="font-weight: 400;"> on </span><b>Monday, October 19, 2026</b><span style="font-weight: 400;">. </span></p>
+<h2><span style="font-weight: 400;">What to expect from the training</span></h2>
+<p><span style="font-weight: 400;">The PyTorch Associate Training is an in-person, instructor-led program, designed to equip participants with foundational and practical skills identified across the key domains of the PyTorch Certified Associate exam. Delivered through a structured series of sequent…
+<p><span style="font-weight: 400;">Participants in this full-day workshop will work with:</span></p>
+<ul>
+<li style="font-weight: 400;" aria-level="1"><b>Interactive Lectures &amp; Live Demos:</b><span style="font-weight: 400;"> Gain clear technical insights directly from experienced instructors as they demonstrate real-time model construction and training.</span></li>
+<li style="font-weight: 400;" aria-level="1"><b>Guided Jupyter Notebook Labs:</b><span style="font-weight: 400;"> Build, train, and optimize deep learning models from scratch in interactive lab environments.</span></li>
+<li style="font-weight: 400;" aria-level="1"><b>Comprehension Checkpoints:</b><span style="font-weight: 400;"> Solidify your understanding of key PyTorch ecosystem components through structured quizzes and reviews.</span></li>
+<li style="font-weight: 400;" aria-level="1"><b>Practical Industry Projects:</b><span style="font-weight: 400;"> Work on real-world use cases that mirror production scenarios and deployment challenges.</span></li>
+</ul>
+<p><span style="font-weight: 400;">By learning alongside peers in an interactive setting, attendees receive direct feedback and real-time guidance from instructors.</span></p>
+<h2><span style="font-weight: 400;">To get the most out of this hands-on course, attendees should have:</span></h2>
+<ul>
+<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Proficiency in Python programming</span></li>
+<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Familiarity with Jupyter Notebooks and basic Google Colab environment workflows</span></li>
+<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">A basic understanding of machine learning concepts</span></li>
+<li style="font-weight: 400;" aria-level="1">An active Google Account for accessing practical exercises</li>
+</ul>
+<h2><span style="font-weight: 400;">Meet your Instructor</span></h2>
+<p><span style="font-weight: 400;"><img decoding="async" class="alignleft wp-image-170296 size-thumbnail" src="https://pytorch.org/wp-content/uploads/2026/09/Faradawn-Yang-Headshot-150x150.png" alt="" width="150" height="150" srcset="https://pytorch.org/wp-content/uploads/2026/09/Faradawn-Yang-Heads…
+<h2></h2>
+<h2></h2>
+<h2><span style="font-weight: 400;">Receive a Certification Voucher</span></h2>
+<p><span style="font-weight: 400;">To support your long-term professional development, every attendee who completes the training will receive a voucher (valued at $250) for the official </span><b>PyTorch Certified Associate (PTCA)</b><span style="font-weight: 400;"> certification exam. Taking the PT…
+<h2><span style="font-weight: 400;">Register now to elevate your AI skills</span></h2>
+<p><span style="font-weight: 400;">Pre-registration is required to secure your seat in the classroom, as space is limited to maintain an optimal student-to-instructor ratio.You can add the </span><b>PyTorch Associate Training</b><span style="font-weight: 400;"> directly to your PyTorch Conference No…
+<p><span style="font-weight: 400;">Learn more and register for the </span><a href="https://hubs.la/Q04y8msv0"><span style="font-weight: 400;">PyTorch Associate Training at PyTorch Conference NA</span></a><span style="font-weight: 400;">.</span></p>
+<p>&nbsp;</p>
+]]></content:encoded>
+
+
+
+ </item>
+ <item>
<title>From Research Project to Open Source Ecosystem: Bring Your Academic PyTorch Project to PyTorchCon NA</title>
<link>https://pytorch.org/blog/from-research-project-to-open-source-ecosystem-bring-your-academic-pytorch-project-to-pytorchcon-na/</link>
@@@ -44,7 +111,7 @@
<p><b>What happens after the research project works?</b></p>
<p><span style="font-weight: 400;">The paper may be published. Students graduate. Grants end. Research priorities move on. And a project with genuine value to the broader PyTorch community can struggle to make the transition from </span><b>research artifact</b><span style="font-weight: 400;"> to </s…
<p><span style="font-weight: 400;">The PyTorch Foundation </span><a href="https://github.com/pytorch-fdn/wg-ospo-and-academic-outreach"><b>OSPO &amp; Academic Outreach Working Group</b></a><span style="font-weight: 400;"> wants to help bridge that gap.</span></p>
-<p><span style="font-weight: 400;">As part of Day 0 programming ahead of </span><a href="https://pytorch.org/event/pytorch-conference-2026/"><b>PyTorch Conference North America 2026</b></a><span style="font-weight: 400;">, we are hosting an </span><b>Academic Workshop focused on Education &amp; Comm…
+<p><span style="font-weight: 400;">As part of Day 0 programming ahead of </span><a href="https://pytorch.org/event/pytorch-conference-2026/"><b>PyTorch Conference North America 2026</b></a><span style="font-weight: 400;">, we are hosting an </span><a href="https://events.linuxfoundation.org/pytorch-…
<p><span style="font-weight: 400;">And we are inviting academic projects worth highlighting across a range of domains to submit using the </span><code>“PyTorch Projects: From Academia to Adoption”</code> <span style="font-weight: 400;">GH template in the OSPO and Academic Outreach </span><a href="ht…
<h2><b>Call for Academic PyTorch Projects</b></h2>
<p><span style="font-weight: 400;">We invite students, researchers, faculty, research engineers, university labs, Academic OSPOs, and research institutions to submit open source projects created within academia, substantially developed by academic contributors, or emerging</span><b> from academic re…
@@@ -154,9 +221,8 @@
<p><span style="font-weight: 400;">If you have built something with PyTorch that deserves a life beyond the paper, thesis, course, grant, or research group that created it, </span><b>submit it to the PTCNA Day 0 Academic Workshop.</b></p>
<p><b>Submit your academic PyTorch project → PyTorch OSPO and Academic WG Issues (New Issues→ </b><a href="https://github.com/pytorch-fdn/wg-ospo-and-academic-outreach/issues"><b>PyTorch Project : Academia to Adoption </b></a></p>
<p><b>Submission deadline:</b><span style="font-weight: 400;"> September 30th 2026, midnight PT</span></p>
-<p><span style="font-weight: 400;">Registration for this event is separate from the PyTorch Conference and will be open later this week. </span></p>
-<p><span style="font-weight: 400;">Learn more about the </span><b>PyTorch Foundation OSPO &amp; Academic Outreach Working Group</b><span style="font-weight: 400;">:</span><span style="font-weight: 400;"><br />
-</span><a href="https://github.com/pytorch-fdn/wg-ospo-and-academic-outreach"><span style="font-weight: 400;">https://github.com/pytorch-fdn/wg-ospo-and-academic-outreach</span></a></p>
+<p><span style="font-weight: 400;">Registration for this event is separate from the PyTorch Conference and you can <a href="https://events.linuxfoundation.org/pytorch-conference-north-america/features-add-ons/co-located-events/#from-academia-to-adoption-workshop">learn more here</a>. </span></p>
+<p><span style="font-weight: 400;">Learn more about the </span><b>PyTorch Foundation <a href="https://github.com/pytorch-fdn/wg-ospo-and-academic-outreach">OSPO &amp; Academic Outreach Working Group.</a></b></p>
]]></content:encoded>
@@@ -1485,68 +1551,8 @@ for n in [1024, 1 &lt;&lt; 16, 1 &lt;&lt; 20, 1 &lt;&lt; 24]:
- </item>
- <item>
- <title>Alibaba Cloud, Ant Group, Cambricon and Huawei Come Together in Shanghai to Advance the Open Source AI Stack at PyTorch Conference China</title>
- <link>https://pytorch.org/blog/alibaba-cloud-ant-group-cambricon-and-huawei-come-together-in-shanghai-to-advance-the-open-source-ai-stack-at-pytorch-conference-china/</link>
-
- <dc:creator><![CDATA[PyTorch Foundation]]></dc:creator>
- <pubDate>Tue, 08 Sep 2026 01:00:02 +0000</pubDate>
- <category><![CDATA[Announcements]]></category>
- <category><![CDATA[Blog]]></category>
- <category><![CDATA[Press Release]]></category>
- <guid isPermaLink="false">https://pytorch.org/?p=162723</guid>
-
- <description><![CDATA[China&#8217;s leading AI technology companies Alibaba Cloud, Cambricon and Ant Group join the PyTorch Foundation as members Summary Alibaba Cloud and Cambricon joined the PyTorch Foundation as Platinum members, and...]]></description>
- <content:encoded><![CDATA[<p><i><span style="font-weight: 400;">China&#8217;s leading AI technology companies Alibaba Cloud, Cambricon and Ant Group join the PyTorch Foundation as members</span></i></p>
-<p><b>Summary</b></p>
-<ul>
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Alibaba Cloud and Cambricon joined the PyTorch Foundation as Platinum members, and Ant Group joined as a Gold member.</span></li>
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">The foundation announced the new memberships Sept. 8 at the PyTorch Conference China 2026 in Shanghai. Together these organizations are mapping the future of the PyTorch ecosystem.</span></li>
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Representatives from the three new member companies and Huawei are delivering keynotes on advancing the open AI stack, covering hardware, models, and infrastructure.</span></li>
-</ul>
-<p><b>SHANGHAI – KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026  – September 8, 2026 – </b><a href="https://hubs.la/Q03PC0k70"><span style="font-weight: 400;">The PyTorch Foundation</span></a><span style="font-weight: 400;">, a community-driven hub for open source AI und…
-<p><span style="font-weight: 400;">Together these organizations are mapping the future of the PyTorch ecosystem. During the conference keynotes, </span><a href="https://www.lfopensource.cn/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china/program/schedule/?id=1317079"><span style="fon…
-<p><span style="font-weight: 400;">“Open source has become the default way the world builds AI, and the PyTorch Foundation is a leading hub for this innovation,” said Mark Collier, Executive Director of the PyTorch Foundation. “Welcoming Alibaba Cloud, Cambricon, and Ant Group as members alongside H…
-<p><span style="font-weight: 400;">The keynotes coincide with today&#8217;s announcement that the PyTorch Foundation has welcomed Alibaba Cloud and Cambricon as Platinum members and Ant Group as a Gold member — joining Huawei, a long-standing supporter and contributor to the PyTorch ecosystem. More …
-<p><span style="font-weight: 400;">Alibaba Cloud is a global leader in full-stack AI services, offering state-of-the-art intelligent capabilities and a worldwide AI cloud computing network. Qwen, the family of large language and multimodal AI models developed by Alibaba Cloud, has become one of the …
-<p><span style="font-weight: 400;">Cambricon is a China-based designer of AI chips and accelerators supporting large-scale model training and inference. Cambricon hosts many open source toolkits, drivers, and machine learning pipelines for its Machine Learning Unit (MLU) hardware ecosystem, supporti…
-<p><span style="font-weight: 400;">Ant Group is a global digital technology company driving innovation in AI and digital services, actively contributing to open-source ecosystems across cloud-native and AI frameworks. As a Gold member, Ant Group joins the Foundation’s efforts to advance production-g…
-<p><b>Member Keynotes at PyTorch Conference China include:</b></p>
-<ul>
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">“</span><a href="https://www.lfopensource.cn/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china/program/schedule/?id=1317079"><span style="font-weight: 400;">Serving Qwen at Scale: Multi-Cluster AI Infrastruct…
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">“</span><a href="https://www.lfopensource.cn/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china/program/schedule/?id=1308539"><span style="font-weight: 400;">What AI Agents Need from Open Infrastructure</span>…
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">“</span><a href="https://www.lfopensource.cn/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china/program/schedule/?id=1309274"><span style="font-weight: 400;">Building an Agent Runtime with Open Infrastructure<…
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">“</span><a href="https://www.lfopensource.cn/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china/program/schedule/?id=1313965"><span style="font-weight: 400;">Towards Device-agnostic PyTorch: Building Unified I…
-<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">“</span><a href="https://www.lfopensource.cn/kubecon-cloudnativecon-openinfra-summit-pytorch-conference-china/program/schedule/?id=1317073"><span style="font-weight: 400;">Ascend &amp; PyTorch: Pioneer New AI Open Ecosystem…
-</ul>
-<p><span style="font-weight: 400;">Developers and contributors interested in participating in the PyTorch Foundation project ecosystem are encouraged to join the community onsite at </span><a href="https://hubs.la/Q049GBK60"><span style="font-weight: 400;">KubeCon + CloudNativeCon + OpenInfra Summit…
-<p><b>Supporting Quotes</b></p>
-<p><span style="font-weight: 400;">“We believe the future of AI is built on open, production-proven infrastructure — and PyTorch sits at the heart of that future. Joining the PyTorch Foundation is a natural step given our years of running PyTorch at scale across heterogeneous hardware on Alibaba Clo…
-<p><b>– Dr. Feifei Li, Chief Technology Officer, Alibaba Cloud</b></p>
-<p><span style="font-weight: 400;">&#8220;AI proves its value through real tasks and real users. We want more people to be able to build with AI and afford to use it. Joining the PyTorch Foundation is another step in Ant Group&#8217;s long-term participation in global open-source collaboration. We l…
-<p><b>– Zhengyu He, Chief Technology Officer, Ant Group</b></p>
-<p><span style="font-weight: 400;">“We believe that realizing the full potential of AI computing requires both software-hardware co-optimization and a thriving open ecosystem. Joining the PyTorch Foundation gives us an opportunity to contribute our experience from large-scale AI deployments. We want…
-<p><b>– Elton Gong, Vice President of Software Engineering, Cambricon</b></p>
-<p><span style="font-weight: 400;">&#8220;When Huawei joined the PyTorch Foundation in 2023, we came with a goal we still hold today: to help make diverse computing power ubiquitous, and to do that work upstream first. That is what led us to help start the Accelerator Integration Working Group, and …
-<p><b>— Fred Li, Head of Computing Open Source Development Team, Huawei</b></p>
-<p><span style="font-weight: 400;">++++</span></p>
-<h3><b>About the PyTorch Foundation</b></h3>
-<p><span style="font-weight: 400;">The PyTorch Foundation is the vendor-neutral home for the open source intelligence layer developers use for training, optimizing, serving, orchestrating, and running models on any chip in any cloud for any agent. As a community-driven hub hosted by the Linux Founda…
-<h3><b>About the Linux Foundation</b></h3>
-<p><span style="font-weight: 400;">The Linux Foundation is the world’s leading home for collaboration on open source software, hardware, standards, and data. Linux Foundation projects, including Linux, Kubernetes, Model Context Protocol (MCP), OpenChain, OpenSearch, OpenSSF, OpenStack, PyTorch, Ray,…
-<p><i><span style="font-weight: 400;">The Linux Foundation has registered trademarks and uses trademarks. For a list of trademarks of the Linux Foundation, please see its trademark usage page: www.linuxfoundation.org/trademark-usage. Linux is a registered trademark of Linus Torvalds.</span></i></p>
-<p>&nbsp;</p>
-<p><b>Media Contact</b></p>
-<p><span style="font-weight: 400;">Grace Lucier</span><span style="font-weight: 400;"><br />
-</span><span style="font-weight: 400;">The Linux Foundation</span><span style="font-weight: 400;"><br />
-</span><a href="mailto:[email redacted]"><span style="font-weight: 400;">[email redacted]</span></a><span style="font-weight: 400;">  </span></p>
-]]></content:encoded>
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