Все опубликованные аналитические материалы, исследования суверенного стека, новости экосистемы и обзоры моделей ИИ.
Привет, меня зовут Маджид из Intel Research India, и я очень рад выступить на конференции PyTorch в Северной Америке в октябре этого года. Я буду говорить об эффективном сочетании заключений экспертов LLM по использованию VLLM и OpenVINO, а также о том, как мы можем эффективно запускать эти модели на процессорах ARM. Если…
Развитие рабочих процессов Argo для искусственного интеллекта: новые функции, настройка и многопользовательская изоляция - С. Тиан и Ю. Су
Молниеносный доклад о проекте: KubeEdge Everywhere: последнее обновление проекта с промышленными случаями - Х. Чжан
All right. Uh, thanks for joining today and um, so my name is Daniel uh, from Redhead and also IBM from Boston. It's a long way. Uh, we got here a couple days ago and then but we still a little bit jet lag. Anyway, so so we're going to talk about little bit about the…
Hi, I'm Rishi from AMD. Within distributed training, communication is one of the primary bottlenecks, and limiting the time spent on communication can massively boost end-to-end performance. We investigate this hypothesis by integrating work from the Rickle team to use…
Hello everyone, I'm Sadiq Allah. I'm a PyTorch Ambassador and an open source developer at IBM. I'll be at the PyTorch conference 2026 in San Jose and I'm excited about many things. About learning, meeting fellow ambassadors, catching up with friends in the community and…
Hello, my name is Souvik and I work at hugging face. I'm going to be at the PyTorch conference 2026 and I will be talking about how you can get started with using the PyTorch profiler on your models. And how you can extract the maximum efficiency from them. Come join us on…
Здравствуйте, я Лиз Ли из AMD. >> Здравствуйте, я Джек Хуай из AMD. >> Современные рабочие нагрузки ИИ зависят от растущего спектра специализированных ядер GPU, и ни один бэкенд генерации ядер не является оптимальным для всех форм операторов и архитектур. Мы исследуем эту…
Hi, I'm G from Google. >> I'm Colin from Meta. >> I'm Angela from Meta. >> We are going to be speaking at the PyTorch conference San Jose about new VLM and SG learn engines built on a new PyTorch native TPU backend torch TPU. >> Rather than build a new serving engine or porting…
So we know the Earth is getting warmer. We understand climate change at a big picture, but we're struggling to predict the details of what that means for the Earth. NeuralGCM is a new kind of atmospheric model. We feel it has potential to transform how we understand climate.…
- In India, we've got 1,300+ languages. There's a saying here, every mile the taste of water changes and every four miles the language changes. - If you travel from one state to another, even one district to another district, you find it difficult to communicate. What will…
Hi there. I'm Priya Nagpurkar, VP of AI Native Systems at IBM Research. I'll be at the PyTorch Conference in San Jose, where the open source AI community will gather to talk about what we're all building together. >> [music] >> On Wednesday, October 21st, I'll be giving a…
Masahiro Tanaka will present “DeepSpeed Is Not Just ZeRO: Tensor, Sequence, and Expert Parallelism with ZeRO-Level Usability” at PyTorch Conference North America 2026. The session will cover DeepSpeed’s AutoTP, AutoSP, and AutoEP capabilities for tensor, sequence, and expert…
Hey folks, my name's Steve. Um, I work at Red Hat in the open source AI programs office and I really want to encourage you to come join us at PyTorch conference in San Jose this year. There's a lot of reasons to go, everything from PyTorch in um, we're going to be doing a…
- Language is core to what it means to be human. It's how we make sense of the world around us and how we relate to one another. It's an expression of identity. Language is not only how we communicate with one another, it's also how we communicate with technology. And while most…
- I wanna start with Google's sort of broader mission of making information more accessible and useful. And for 25 years or so, we've done that, impacting billions of people across the world. What do you see as the future of making information universally accessible and what…
Интересно представить, что будущее клинической помощи может заключаться в том, что мы будем слышать, прежде чем видеть. В исследовательском центре Google мы разработали акустические модели для здравоохранения, известные как Here, которые являются базовой моделью. С помощью Here…
SGLang-Diffusion is a high-performance serving framework for diffusion models, designed for both large-scale offline generation and latency-sensitive real-time inference. As diffusion workloads expand from image and video generation to diffusion-based world models, serving…
Hi everyone. I am Guray, compiler engineer in Nvidia, and I'm going to share our recent improvements to CUTLASS for Python. CUTLASS for Python is our technology stack for writing speed of light kernels for the latest generations of GPUs and can be found under the hood today's…
Running large Mixture-of-Experts models across pods creates two major challenges: expert dispatch and combine traffic, and moving the KV cache between prefill and decode. At North America 2026, Ravi Gupta, Rishi Madduri, and Shiksha Patel of AMD will present “MoRI + vLLM: Wide…
- So, a few words of introduction. Dr. Kim is the Chief Medical Officer and Director of IT and Systems at Aravind Eye Care System. He pioneer teleophthalmology in India and developed an EMR system used in many eye hospitals. He has been one of our very close collaborators for…
Using AI to track wildfire boundaries | Chile, February 2024
(gentle music) - [Abigail] Maps tell us where to go, but they are also a lifeline to the things we need. - [Abdoulaye] It's very important to be visible on Maps. We need to know where people live, where are the buildings, especially in informal settlements. That helps with…
Hi, I'm Masahiro Hiramoto from Mitsubishi Electric. I'm a member of the program committee for PyTorch conference North America and a PyTorch ambassador. I'm especially looking forward to seeing what people across the community are building with PyTorch and exchanging ideas with…
Hello everyone, I'm Carlos Costa, a distinction engineer here at IBM Research and co-founder of the LMD project. I'll be heading soon to San Jose for PyTorch Conference North America, where I'll have the privilege of sharing some exciting news about LMD. How the project changed…
When you run a model over a long context, the KV cache gets huge, so you have to throw some of it away. There are competing rules for choosing what to drop: keep the most recent tokens, keep the ones that get the most attention, and so on. The problem is that every method ships…
the northern and southern lights have been a source of Fascination and wonder for thousands of years but in 2024 people in some parts of the world noticed that the Aurora had come to them and if they checked their phones they might have also noticed their GPS thought they were…
(relaxed guitar music) The labor started late in the night around 1:00 AM. I endured the pain 'til 5:00 AM in the morning because of the journey. We had to travel for so long and my wish for every woman is that this should not happen again. (relaxed guitar music) (crickets…
From Maps and Trends, to weather, floods, and wildfires, Google has studied the geospatial world for decades. And we’ve made that information accessible through AI models and real-time services. But synthesizing across these models and combining your data with ours can be…
(rain pattering) - [Narrator] When it comes to a flood crisis, advanced warnings make a big difference. Knowing a flood is coming, even an hour in advance, gives people time to prepare and take action. So imagine if hours became days. (notifications chiming) AI makes that…